{"id":86108,"date":"2024-11-30T08:11:42","date_gmt":"2024-11-30T04:41:42","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/cv2-hsv-vs-rgb-understanding-and-leveraging-hsv-for-image-processing-49ac\/"},"modified":"2024-11-30T08:11:42","modified_gmt":"2024-11-30T04:41:42","slug":"cv2-hsv-vs-rgb-understanding-and-leveraging-hsv-for-image-processing-49ac","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/cv2-hsv-vs-rgb-understanding-and-leveraging-hsv-for-image-processing-49ac\/","title":{"rendered":"[CV2] HSV \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 RGB: \u062f\u0631\u06a9 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 HSV \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631"},"content":{"rendered":"<p>Summarize this content to 400 words in Persian Lang<br \/>\n              \u062f\u0631 \u067e\u0633\u062a \u0642\u0628\u0644\u06cc\u060c \u0627\u0635\u0648\u0644 \u06a9\u0627\u0631 \u0628\u0627 \u062a\u0635\u0627\u0648\u06cc\u0631 RGB \u062f\u0631 OpenCV \u0627\u0632 \u062c\u0645\u0644\u0647 \u062a\u0631\u0633\u06cc\u0645 \u0648 \u062a\u0646\u0638\u06cc\u0645 \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc \u0648 \u06a9\u0646\u062a\u0631\u0627\u0633\u062a \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u06cc\u0645. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0641\u0636\u0627\u06cc \u0631\u0646\u06af\u06cc RGB \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634\u06af\u0631\u0647\u0627\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647 \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0631\u0646\u06af \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0646\u0638\u0631 \u0634\u062f\u062a \u0646\u0648\u0631 \u0633\u0627\u0637\u0639 \u0634\u062f\u0647 \u0627\u0632 \u0635\u0641\u062d\u0647 \u0646\u0645\u0627\u06cc\u0634 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f\u060c \u0628\u0627 \u0646\u062d\u0648\u0647 \u062f\u0631\u06a9 \u0627\u0646\u0633\u0627\u0646 \u0627\u0632 \u0631\u0646\u06af \u0647\u0627 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0637\u0628\u06cc\u0639\u06cc \u0647\u0645\u062e\u0648\u0627\u0646\u06cc \u0646\u062f\u0627\u0631\u062f. \u0627\u06cc\u0646\u062c\u0627 \u062c\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 HSV (\u0631\u0646\u06af\u060c \u200b\u200b\u0627\u0634\u0628\u0627\u0639\u060c \u0627\u0631\u0632\u0634) \u0648\u0627\u0631\u062f \u0645\u06cc \u0634\u0648\u062f &#8211; \u0641\u0636\u0627\u06cc \u0631\u0646\u06af\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0631\u0646\u06af \u0647\u0627 \u0628\u0647 \u06af\u0648\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u0628\u0647 \u062f\u0631\u06a9 \u0627\u0646\u0633\u0627\u0646 \u0646\u0632\u062f\u06cc\u06a9 \u062a\u0631 \u0627\u0633\u062a.\u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a\u060c HSV \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u060c \u0627\u062c\u0632\u0627\u06cc \u0622\u0646 \u0631\u0627 \u062f\u0631\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u060c \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0648 \u0686\u0646\u062f \u062a\u0631\u0641\u0646\u062f \u062c\u0627\u0644\u0628 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u0645.<\/p>\n<p>  HSV \u0686\u06cc\u0633\u062a\u061f<\/p>\n<p>HSV \u0645\u062e\u0641\u0641 Hue\u060c Saturation \u0648 Value \u0627\u0633\u062a:<\/p>\n<p>Hue (H): \u0627\u06cc\u0646 \u0628\u0647 \u0646\u0648\u0639 \u0631\u0646\u06af \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f &#8211; \u0642\u0631\u0645\u0632\u060c \u0633\u0628\u0632\u060c \u0622\u0628\u06cc \u0648 \u063a\u06cc\u0631\u0647. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0633\u0646\u062a\u06cc \u0628\u0631 \u062d\u0633\u0628 \u062f\u0631\u062c\u0647 \u062f\u0631 \u06cc\u06a9 \u0637\u06cc\u0641 \u062f\u0627\u06cc\u0631\u0647 \u0627\u06cc (0\u00b0-360\u00b0) \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0645\u06cc \u0634\u0648\u062f\u060c \u062f\u0631 OpenCV\u060c Hue \u0628\u0647 0-179 \u062a\u0627 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u0645\u06cc \u0634\u0648\u062f. \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u06cc\u06a9 \u0639\u062f\u062f \u0635\u062d\u06cc\u062d 8 \u0628\u06cc\u062a\u06cc \u0627\u06cc\u0646 \u0646\u0642\u0634\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0633\u062a:<\/p>\n<p>0 (\u06cc\u0627 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u0622\u0646) \u0647\u0645\u0686\u0646\u0627\u0646 \u0642\u0631\u0645\u0632 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<br \/>\n60-89 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0633\u0628\u0632 \u0627\u0633\u062a.<br \/>\n120-149 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0622\u0628\u06cc \u0627\u0633\u062a.<br \/>\n140-179 \u0628\u0647 \u0631\u0646\u06af \u0642\u0631\u0645\u0632 \u062f\u0631 \u0645\u06cc \u0622\u06cc\u062f \u0648 \u0637\u06cc\u0641 \u062f\u0627\u06cc\u0631\u0647 \u0627\u06cc \u0631\u0627 \u062a\u06a9\u0645\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0627\u0634\u0628\u0627\u0639 (S): \u0634\u062f\u062a \u06cc\u0627 \u062e\u0644\u0648\u0635 \u06cc\u06a9 \u0631\u0646\u06af \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f: \u0631\u0646\u06af \u06a9\u0627\u0645\u0644\u0627\u064b \u0627\u0634\u0628\u0627\u0639 \u0634\u062f\u0647 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0646\u062f\u0627\u0631\u062f \u0648 \u067e\u0631 \u062c\u0646\u0628 \u0648 \u062c\u0648\u0634 \u0627\u0633\u062a\u060c \u0631\u0646\u06af \u06a9\u0645\u062a\u0631 \u0627\u0634\u0628\u0627\u0639 \u0634\u062f\u0647 \u0628\u06cc\u0634\u062a\u0631 \u0634\u0633\u062a\u0647 \u0634\u062f\u0647 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f.<br \/>\n\u0645\u0642\u062f\u0627\u0631 (V): \u0627\u063a\u0644\u0628 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc \u0627\u0632 \u0622\u0646 \u06cc\u0627\u062f \u0645\u06cc \u0634\u0648\u062f\u060c \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc \u06cc\u0627 \u062a\u0627\u0631\u06cc\u06a9\u06cc \u0631\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0631\u0646\u06af<\/p>\n<p>\u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639\u060c \u0636\u0631\u0628\u0647 \u0646\u0645\u0648\u062f\u0627\u0631\u060c \u0646\u0645\u0627\u06cc\u0634 \u062e\u0648\u0628\u06cc \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0641\u0636\u0627\u06cc \u0631\u0646\u06af\u06cc \u0627\u0633\u062a <\/p>\n<p>  \u062a\u0628\u062f\u06cc\u0644 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 HSV \u062f\u0631 OpenCV<\/p>\n<p>\u062a\u0628\u062f\u06cc\u0644 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 HSV \u062f\u0631 OpenCV \u0628\u0627 \u062a\u0627\u0628\u0639 ()cv2.cvtColor \u0633\u0627\u062f\u0647 \u0627\u0633\u062a. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u06af\u0627\u0647\u06cc \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645:<\/p>\n<p>import cv2<br \/>\nimport matplotlib.pyplot as plt<\/p>\n<p>image = cv2.imread(&#8216;.\/test.png&#8217;)<br \/>\nplt.figure(figsize=(10,10))<br \/>\nplt.subplot(1,2,1)<br \/>\nplt.imshow(image[:,:,::-1]) #plot as RGB<br \/>\nplt.title(&#8220;RGB View&#8221;)<br \/>\nhsv= cv2.cvtColor(image, cv2.COLOR_RGB2HSV)<br \/>\nplt.subplot(1,2,2)<br \/>\nplt.imshow(hsv)<br \/>\nplt.title(&#8220;HSV View&#8221;)<br \/>\nplt.tight_layout()<br \/>\nplt.show()<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>\u062f\u0631 \u0646\u06af\u0627\u0647 \u0627\u0648\u0644\u060c \u0637\u0631\u062d HSV \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0639\u062c\u06cc\u0628 \u0628\u0647 \u0646\u0638\u0631 \u0628\u0631\u0633\u062f &#8211; \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0634\u0628\u06cc\u0647 \u0628\u06cc\u06af\u0627\u0646\u06af\u0627\u0646. \u0627\u06cc\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0631\u0627\u06cc\u0627\u0646\u0647 \u0634\u0645\u0627 \u0633\u0639\u06cc \u0645\u06cc \u06a9\u0646\u062f HSV \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 RGB \u0646\u0634\u0627\u0646 \u062f\u0647\u062f\u060c \u062d\u062a\u06cc \u0627\u06af\u0631 \u0627\u062c\u0632\u0627\u06cc HSV (\u0628\u0647 \u0648\u06cc\u0698\u0647 Hue) \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0628\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 RGB \u0646\u06af\u0627\u0634\u062a \u0646\u0634\u062f\u0647 \u0628\u0627\u0634\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644:<\/p>\n<p>Hue (H): \u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0632\u0627\u0648\u06cc\u0647 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0627\u0632 0 \u062a\u0627 179 \u062f\u0631 OpenCV \u0645\u062a\u063a\u06cc\u0631 \u0627\u0633\u062a (\u0646\u0647 \u0627\u0632 0 \u062a\u0627 255 \u0645\u0627\u0646\u0646\u062f \u06a9\u0627\u0646\u0627\u0644 \u0647\u0627\u06cc RGB). \u0627\u06cc\u0646 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u06a9\u0627\u0646\u0627\u0644 Hue \u062f\u0631 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 RGB \u0639\u0645\u062f\u062a\u0627\u064b \u0622\u0628\u06cc \u0638\u0627\u0647\u0631 \u0634\u0648\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0628\u0639\u062f\u06cc\u060c \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0646\u0645\u0627\u06cc\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u060c \u0628\u0644\u06a9\u0647 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u062a\u06cc\u0631\u0647\u200c\u062a\u0631 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0628\u0627 \u0645\u062f\u0644 Flux ai image gen \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u0648\u0631\u062f \u06a9\u0627\u0631\u0628\u0631 \u0628\u0647\u062a\u0631 \u0627\u0632 HSV \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0646\u0645\u0627\u06cc\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f\u060c \u0632\u06cc\u0631\u0627 \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0623\u062b\u06cc\u0631 \u0622\u0646 \u0631\u0627 \u0628\u0647\u062a\u0631 \u0628\u0628\u06cc\u0646\u06cc\u0645 <\/p>\n<p>  \u062f\u0631\u06a9 HSV \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645<\/p>\n<p>\u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u062a\u0641\u0627\u0648\u062a \u0628\u06cc\u0646 RGB \u0648 HSV\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u0627\u0646\u0627\u0644 \u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u0647\u0645 \u06a9\u062f:<\/p>\n<p># Plot the histograms<br \/>\nplt.figure(figsize=(10, 6))<\/p>\n<p># RGB Histogram<br \/>\nplt.subplot(1, 2, 1)<br \/>\nfor i, color in enumerate([&#8216;r&#8217;, &#8216;g&#8217;, &#8216;b&#8217;]):<br \/>\n    plt.hist(image[:, :, i].ravel(), 256, [0, 256], color=color, histtype=&#8217;step&#8217;)<br \/>\n    plt.xlim([0, 256])<br \/>\nplt.title(&#8220;RGB Histogram&#8221;)<\/p>\n<p># HSV Histogram<br \/>\nplt.subplot(1, 2, 2)<br \/>\nfor i, color in enumerate([&#8216;r&#8217;, &#8216;g&#8217;, &#8216;b&#8217;]):<br \/>\n    plt.hist(hsv[:, :, i].ravel(), 256, [0, 256], color=color, histtype=&#8217;step&#8217;)<br \/>\n    plt.xlim([0, 256])<br \/>\nplt.title(&#8220;HSV Histogram&#8221;)<br \/>\nplt.show()<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>\u0627\u0632 \u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645 \u0647\u0627\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0646\u0627\u0644 \u0647\u0627\u06cc HSV \u0628\u0627 RGB \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a. \u0628\u0647 \u06a9\u0627\u0646\u0627\u0644 Hue \u062f\u0631 HSV \u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u0628\u06cc\u0646 0 \u062a\u0627 179 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0646\u0627\u0637\u0642 \u0631\u0646\u06af\u06cc \u0645\u062a\u0645\u0627\u06cc\u0632 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 Saturation \u0648 Value \u0634\u062f\u062a \u0648 \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<p>  \u062a\u062c\u0633\u0645 \u0631\u0646\u06af\u060c \u0627\u0634\u0628\u0627\u0639 \u0648 \u0627\u0631\u0632\u0634<\/p>\n<p>\u062d\u0627\u0644\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631 HSV \u0631\u0627 \u0628\u0647 \u0627\u062c\u0632\u0627\u06cc \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0622\u0646 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u0647\u062a\u0631 \u0628\u0641\u0647\u0645\u06cc\u0645 \u0647\u0631 \u06a9\u0627\u0646\u0627\u0644 \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<p># Plot the individual HSV channels<br \/>\nplt.figure(figsize=(10, 6))<br \/>\nplt.subplot(1, 3, 1)<br \/>\nplt.imshow(hsv[:, :, 0], cmap=&#8217;hsv&#8217;)  # Hue<br \/>\nplt.title(&#8220;Hue&#8221;)<br \/>\nplt.subplot(1, 3, 2)<br \/>\nplt.imshow(hsv[:, :, 1], cmap=&#8217;gray&#8217;)  # Saturation<br \/>\nplt.title(&#8220;Saturation&#8221;)<br \/>\nplt.subplot(1, 3, 3)<br \/>\nplt.imshow(hsv[:, :, 2], cmap=&#8217;gray&#8217;)  # Value<br \/>\nplt.title(&#8220;Value&#8221;)<br \/>\nplt.tight_layout()<br \/>\nplt.show()<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>Hue: \u062a\u0645\u0627\u06cc\u0632 \u0631\u0646\u06af\u200c\u0647\u0627 \u0631\u0627 \u0648\u0627\u0636\u062d \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0648 \u0631\u0646\u06af\u200c\u0647\u0627\u06cc \u063a\u0627\u0644\u0628 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0631\u062c\u0633\u062a\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<br \/>\n\u0627\u0634\u0628\u0627\u0639: \u0646\u0648\u0627\u062d\u06cc \u0631\u0648\u0634\u0646\u200c\u062a\u0631 \u0631\u0646\u06af\u200c\u0647\u0627\u06cc \u067e\u0631 \u062c\u0646\u0628 \u0648 \u062c\u0648\u0634 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0645\u0646\u0627\u0637\u0642 \u062a\u06cc\u0631\u0647\u200c\u062a\u0631 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0631\u0646\u06af\u200c\u0647\u0627\u06cc \u062e\u0627\u0645\u0648\u0634\u200c\u062a\u0631 \u0648 \u0645\u0627\u06cc\u0644 \u0628\u0647 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0627\u0633\u062a.<br \/>\n\u0645\u0642\u062f\u0627\u0631: \u062a\u0648\u0632\u06cc\u0639 \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u062c\u0633\u062a\u0647 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0628\u0627 \u0645\u0646\u0627\u0637\u0642\u06cc \u06a9\u0647 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0631\u0648\u0634\u0646 \u0634\u062f\u0647 \u0627\u0646\u062f\u060c \u0631\u0648\u0634\u0646 \u062a\u0631 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u0646\u062f.<\/p>\n<p>  \u062a\u0631\u0641\u0646\u062f\u0647\u0627\u06cc\u06cc \u0628\u0627 HSV<\/p>\n<p>  1. \u0627\u0641\u0632\u0627\u06cc\u0634 \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc (\u0628\u0631\u0627\u0628\u0631\u0633\u0627\u0632\u06cc \u0627\u0631\u0632\u0634)<\/p>\n<p>\u0628\u0631\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627 \u0646\u0648\u0631 \u0646\u0627\u0647\u0645\u0648\u0627\u0631\u060c \u06cc\u06a9\u0633\u0627\u0646 \u06a9\u0631\u062f\u0646 \u06a9\u0627\u0646\u0627\u0644 Value \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0646\u0648\u0627\u062d\u06cc \u062a\u06cc\u0631\u0647\u200c\u062a\u0631 \u0631\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0646\u0645\u0627\u06cc\u0627\u0646 \u06a9\u0646\u062f \u0648 \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0627\u0644 \u0628\u0647 \u0645\u0646\u0627\u0637\u0642 \u0631\u0648\u0634\u0646\u200c\u062a\u0631 \u062c\u0644\u0648\u0647 \u00ab\u062f\u0631\u062e\u0634\u0634\u00bb \u0628\u062f\u0647\u062f.<\/p>\n<p>equ = cv2.equalizeHist(hsv[:, :, 2])  # Equalize the Value channel<br \/>\nnew_hsv = cv2.merge((hsv[:, :, 0], hsv[:, :, 1], equ))<br \/>\nnew_image = cv2.cvtColor(new_hsv, cv2.COLOR_HSV2BGR)<\/p>\n<p># Display results<br \/>\nplt.figure(figsize=(10, 6))<br \/>\nplt.subplot(1, 2, 1)<br \/>\nplt.imshow(image)<br \/>\nplt.title(&#8220;Original Image&#8221;)<br \/>\nplt.subplot(1, 2, 2)<br \/>\nplt.imshow(new_image)<br \/>\nplt.title(&#8220;Brightness Enhanced&#8221;)<br \/>\nplt.tight_layout()<br \/>\nplt.show()<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>  2. \u0627\u0641\u0632\u0627\u06cc\u0634 \u0631\u0646\u06af (\u062a\u0639\u0627\u062f\u0644 \u0627\u0634\u0628\u0627\u0639)<\/p>\n<p>\u062a\u0642\u0648\u06cc\u062a \u06a9\u0627\u0646\u0627\u0644 \u0627\u0634\u0628\u0627\u0639 \u0631\u0646\u06af \u0647\u0627 \u0631\u0627 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0645\u062a\u0645\u0627\u06cc\u0632\u062a\u0631 \u0648 \u0632\u0646\u062f\u0647 \u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>equ = cv2.equalizeHist(hsv[:, :, 1])  # Equalize the Saturation channel<br \/>\nnew_hsv = cv2.merge((hsv[:, :, 0], equ, hsv[:, :, 2]))<br \/>\nnew_image = cv2.cvtColor(new_hsv, cv2.COLOR_HSV2BGR)<\/p>\n<p># Display results<br \/>\nplt.figure(figsize=(10, 6))<br \/>\nplt.subplot(1, 2, 1)<br \/>\nplt.imshow(image)<br \/>\nplt.title(&#8220;Original Image&#8221;)<br \/>\nplt.subplot(1, 2, 2)<br \/>\nplt.imshow(new_image)<br \/>\nplt.title(&#8220;Color Enhanced&#8221;)<br \/>\nplt.tight_layout()<br \/>\nplt.show()<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>  3. \u0641\u06cc\u0644\u062a\u0631 \u0631\u0646\u06af (\u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u0642\u0631\u0645\u0632)<\/p>\n<p>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u0627\u0646\u0627\u0644 Hue \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0631\u0646\u06af\u200c\u0647\u0627\u06cc \u062e\u0627\u0635\u06cc \u0631\u0627 \u062c\u062f\u0627 \u06a9\u0646\u06cc\u0645. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062a\u0646 \u0647\u0627\u06cc \u0642\u0631\u0645\u0632:<\/p>\n<p># Define range for red color<br \/>\nlower_red = np.array([140, 0, 0])<br \/>\nupper_red = np.array([180, 255, 255])<\/p>\n<p># Create a mask<br \/>\nmask = cv2.inRange(hsv, lower_red, upper_red)<br \/>\nfiltered_image = cv2.bitwise_and(image, image, mask=mask)<\/p>\n<p># Display results<br \/>\nplt.figure(figsize=(10, 6))<br \/>\nplt.subplot(1, 2, 1)<br \/>\nplt.imshow(image)<br \/>\nplt.title(&#8220;Original Image&#8221;)<br \/>\nplt.subplot(1, 2, 2)<br \/>\nplt.imshow(filtered_image)<br \/>\nplt.title(&#8220;Red Filtered&#8221;)<br \/>\nplt.tight_layout()<br \/>\nplt.show()<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>\u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u060c \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u0631\u0646\u06af \u06cc\u0627 \u062d\u062a\u06cc \u062c\u0644\u0648\u0647 \u0647\u0627\u06cc \u0647\u0646\u0631\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<p>  \u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<\/p>\n<p>\u0641\u0636\u0627\u06cc \u0631\u0646\u06af\u06cc HSV \u0631\u0648\u0634\u06cc \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647 \u0648 \u0628\u0635\u0631\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. HSV \u0628\u0627 \u062c\u062f\u0627 \u06a9\u0631\u062f\u0646 \u0631\u0646\u06af (Hue)\u060c \u0634\u062f\u062a (Saturation) \u0648 \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc (Value)\u060c \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0631\u0646\u06af\u060c \u0628\u0647\u0628\u0648\u062f \u0648 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 RGB \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634\u06af\u0631\u0647\u0627 \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0627\u0633\u062a\u060c HSV \u0627\u0645\u06a9\u0627\u0646\u0627\u062a\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u062e\u0644\u0627\u0642\u0627\u0646\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644\u06cc \u0628\u0627\u0632 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u062a\u0631\u0641\u0646\u062f \u0645\u0648\u0631\u062f \u0639\u0644\u0627\u0642\u0647 \u0634\u0645\u0627 \u0628\u0627 HSV \u0686\u06cc\u0633\u062a\u061f \u0646\u0638\u0631\u0627\u062a \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0632\u06cc\u0631 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f\u060c \u0648 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06cc\u0646 \u062f\u0646\u06cc\u0627\u06cc \u067e\u0631 \u062c\u0646\u0628 \u0648 \u062c\u0648\u0634 \u0631\u0646\u06af \u0631\u0627 \u0628\u0627 \u0647\u0645 \u06a9\u0634\u0641 \u06a9\u0646\u06cc\u0645!<\/p>\n<p>\u0627\u06cc\u0646 \u0646\u0633\u062e\u0647 \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u062c\u0631\u06cc\u0627\u0646 \u0631\u0648\u0627\u0646\u060c \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062f\u0642\u06cc\u0642 \u0648 \u0642\u0627\u0644\u0628 \u0628\u0646\u062f\u06cc \u062b\u0627\u0628\u062a \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062e\u0648\u0627\u0646\u0627\u06cc\u06cc \u0648 \u062f\u0631\u06a9 \u0645\u0637\u0644\u0628 \u0627\u0633\u062a.<\/p>\n<div data-article-id=\"2127645\" id=\"article-body\">\n<p>\u062f\u0631 \u067e\u0633\u062a \u0642\u0628\u0644\u06cc\u060c \u0627\u0635\u0648\u0644 \u06a9\u0627\u0631 \u0628\u0627 \u062a\u0635\u0627\u0648\u06cc\u0631 RGB \u062f\u0631 OpenCV \u0627\u0632 \u062c\u0645\u0644\u0647 \u062a\u0631\u0633\u06cc\u0645 \u0648 \u062a\u0646\u0638\u06cc\u0645 \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc \u0648 \u06a9\u0646\u062a\u0631\u0627\u0633\u062a \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u06cc\u0645. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0641\u0636\u0627\u06cc \u0631\u0646\u06af\u06cc RGB \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634\u06af\u0631\u0647\u0627\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647 \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0631\u0646\u06af \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0646\u0638\u0631 \u0634\u062f\u062a \u0646\u0648\u0631 \u0633\u0627\u0637\u0639 \u0634\u062f\u0647 \u0627\u0632 \u0635\u0641\u062d\u0647 \u0646\u0645\u0627\u06cc\u0634 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f\u060c \u0628\u0627 \u0646\u062d\u0648\u0647 \u062f\u0631\u06a9 \u0627\u0646\u0633\u0627\u0646 \u0627\u0632 \u0631\u0646\u06af \u0647\u0627 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0637\u0628\u06cc\u0639\u06cc \u0647\u0645\u062e\u0648\u0627\u0646\u06cc \u0646\u062f\u0627\u0631\u062f. \u0627\u06cc\u0646\u062c\u0627 \u062c\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 HSV (\u0631\u0646\u06af\u060c \u200b\u200b\u0627\u0634\u0628\u0627\u0639\u060c \u0627\u0631\u0632\u0634) \u0648\u0627\u0631\u062f \u0645\u06cc \u0634\u0648\u062f &#8211; \u0641\u0636\u0627\u06cc \u0631\u0646\u06af\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0631\u0646\u06af \u0647\u0627 \u0628\u0647 \u06af\u0648\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u0628\u0647 \u062f\u0631\u06a9 \u0627\u0646\u0633\u0627\u0646 \u0646\u0632\u062f\u06cc\u06a9 \u062a\u0631 \u0627\u0633\u062a.<br \/>\u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a\u060c HSV \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u060c \u0627\u062c\u0632\u0627\u06cc \u0622\u0646 \u0631\u0627 \u062f\u0631\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u060c \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0648 \u0686\u0646\u062f \u062a\u0631\u0641\u0646\u062f \u062c\u0627\u0644\u0628 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u0645.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/cv2-hsv-vs-rgb-understanding-and-leveraging-hsv-for-image-processing-49ac\/#HSV_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\" >HSV \u0686\u06cc\u0633\u062a\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/cv2-hsv-vs-rgb-understanding-and-leveraging-hsv-for-image-processing-49ac\/#%D8%AA%D8%A8%D8%AF%DB%8C%D9%84_%D8%AA%D8%B5%D9%88%DB%8C%D8%B1_%D8%A8%D9%87_HSV_%D8%AF%D8%B1_OpenCV\" >\u062a\u0628\u062f\u06cc\u0644 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 HSV \u062f\u0631 OpenCV<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/cv2-hsv-vs-rgb-understanding-and-leveraging-hsv-for-image-processing-49ac\/#%D8%AF%D8%B1%DA%A9_HSV_%D8%A7%D8%B2_%D8%B7%D8%B1%DB%8C%D9%82_%D9%87%DB%8C%D8%B3%D8%AA%D9%88%DA%AF%D8%B1%D8%A7%D9%85\" >\u062f\u0631\u06a9 HSV \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/cv2-hsv-vs-rgb-understanding-and-leveraging-hsv-for-image-processing-49ac\/#%D8%AA%D8%AC%D8%B3%D9%85_%D8%B1%D9%86%DA%AF%D8%8C_%D8%A7%D8%B4%D8%A8%D8%A7%D8%B9_%D9%88_%D8%A7%D8%B1%D8%B2%D8%B4\" >\u062a\u062c\u0633\u0645 \u0631\u0646\u06af\u060c \u0627\u0634\u0628\u0627\u0639 \u0648 \u0627\u0631\u0632\u0634<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/cv2-hsv-vs-rgb-understanding-and-leveraging-hsv-for-image-processing-49ac\/#%D8%AA%D8%B1%D9%81%D9%86%D8%AF%D9%87%D8%A7%DB%8C%DB%8C_%D8%A8%D8%A7_HSV\" >\u062a\u0631\u0641\u0646\u062f\u0647\u0627\u06cc\u06cc \u0628\u0627 HSV<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/cv2-hsv-vs-rgb-understanding-and-leveraging-hsv-for-image-processing-49ac\/#1_%D8%A7%D9%81%D8%B2%D8%A7%DB%8C%D8%B4_%D8%B1%D9%88%D8%B4%D9%86%D8%A7%DB%8C%DB%8C_%D8%A8%D8%B1%D8%A7%D8%A8%D8%B1%D8%B3%D8%A7%D8%B2%DB%8C_%D8%A7%D8%B1%D8%B2%D8%B4\" >1. \u0627\u0641\u0632\u0627\u06cc\u0634 \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc (\u0628\u0631\u0627\u0628\u0631\u0633\u0627\u0632\u06cc \u0627\u0631\u0632\u0634)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/cv2-hsv-vs-rgb-understanding-and-leveraging-hsv-for-image-processing-49ac\/#2_%D8%A7%D9%81%D8%B2%D8%A7%DB%8C%D8%B4_%D8%B1%D9%86%DA%AF_%D8%AA%D8%B9%D8%A7%D8%AF%D9%84_%D8%A7%D8%B4%D8%A8%D8%A7%D8%B9\" >2. \u0627\u0641\u0632\u0627\u06cc\u0634 \u0631\u0646\u06af (\u062a\u0639\u0627\u062f\u0644 \u0627\u0634\u0628\u0627\u0639)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/cv2-hsv-vs-rgb-understanding-and-leveraging-hsv-for-image-processing-49ac\/#3_%D9%81%DB%8C%D9%84%D8%AA%D8%B1_%D8%B1%D9%86%DA%AF_%D8%AC%D8%AF%D8%A7%D8%B3%D8%A7%D8%B2%DB%8C_%D9%82%D8%B1%D9%85%D8%B2\" >3. \u0641\u06cc\u0644\u062a\u0631 \u0631\u0646\u06af (\u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u0642\u0631\u0645\u0632)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/cv2-hsv-vs-rgb-understanding-and-leveraging-hsv-for-image-processing-49ac\/#%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C\" >\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"HSV_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\"><\/span>\n<p>  HSV \u0686\u06cc\u0633\u062a\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>HSV \u0645\u062e\u0641\u0641 Hue\u060c Saturation \u0648 Value \u0627\u0633\u062a:<\/p>\n<ul>\n<li>Hue (H): \u0627\u06cc\u0646 \u0628\u0647 \u0646\u0648\u0639 \u0631\u0646\u06af \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f &#8211; \u0642\u0631\u0645\u0632\u060c \u0633\u0628\u0632\u060c \u0622\u0628\u06cc \u0648 \u063a\u06cc\u0631\u0647. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0633\u0646\u062a\u06cc \u0628\u0631 \u062d\u0633\u0628 \u062f\u0631\u062c\u0647 \u062f\u0631 \u06cc\u06a9 \u0637\u06cc\u0641 \u062f\u0627\u06cc\u0631\u0647 \u0627\u06cc (0\u00b0-360\u00b0) \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0645\u06cc \u0634\u0648\u062f\u060c \u062f\u0631 OpenCV\u060c Hue \u0628\u0647 0-179 \u062a\u0627 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u0645\u06cc \u0634\u0648\u062f. \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u06cc\u06a9 \u0639\u062f\u062f \u0635\u062d\u06cc\u062d 8 \u0628\u06cc\u062a\u06cc \u0627\u06cc\u0646 \u0646\u0642\u0634\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0633\u062a:<\/li>\n<\/ul>\n<blockquote>\n<ul>\n<li>0 (\u06cc\u0627 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u0622\u0646) \u0647\u0645\u0686\u0646\u0627\u0646 \u0642\u0631\u0645\u0632 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li>60-89 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0633\u0628\u0632 \u0627\u0633\u062a.<\/li>\n<li>120-149 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0622\u0628\u06cc \u0627\u0633\u062a.<\/li>\n<li>140-179 \u0628\u0647 \u0631\u0646\u06af \u0642\u0631\u0645\u0632 \u062f\u0631 \u0645\u06cc \u0622\u06cc\u062f \u0648 \u0637\u06cc\u0641 \u062f\u0627\u06cc\u0631\u0647 \u0627\u06cc \u0631\u0627 \u062a\u06a9\u0645\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<\/blockquote>\n<ul>\n<li>\n<p>\u0627\u0634\u0628\u0627\u0639 (S): \u0634\u062f\u062a \u06cc\u0627 \u062e\u0644\u0648\u0635 \u06cc\u06a9 \u0631\u0646\u06af \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f: \u0631\u0646\u06af \u06a9\u0627\u0645\u0644\u0627\u064b \u0627\u0634\u0628\u0627\u0639 \u0634\u062f\u0647 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0646\u062f\u0627\u0631\u062f \u0648 \u067e\u0631 \u062c\u0646\u0628 \u0648 \u062c\u0648\u0634 \u0627\u0633\u062a\u060c \u0631\u0646\u06af \u06a9\u0645\u062a\u0631 \u0627\u0634\u0628\u0627\u0639 \u0634\u062f\u0647 \u0628\u06cc\u0634\u062a\u0631 \u0634\u0633\u062a\u0647 \u0634\u062f\u0647 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0645\u0642\u062f\u0627\u0631 (V): \u0627\u063a\u0644\u0628 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc \u0627\u0632 \u0622\u0646 \u06cc\u0627\u062f \u0645\u06cc \u0634\u0648\u062f\u060c \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc \u06cc\u0627 \u062a\u0627\u0631\u06cc\u06a9\u06cc \u0631\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0631\u0646\u06af<\/p>\n<\/li>\n<\/ul>\n<p>\u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639\u060c \u0636\u0631\u0628\u0647 \u0646\u0645\u0648\u062f\u0627\u0631\u060c \u0646\u0645\u0627\u06cc\u0634 \u062e\u0648\u0628\u06cc \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0641\u0636\u0627\u06cc \u0631\u0646\u06af\u06cc \u0627\u0633\u062a <\/p>\n<p><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D8%A8%D8%AF%DB%8C%D9%84_%D8%AA%D8%B5%D9%88%DB%8C%D8%B1_%D8%A8%D9%87_HSV_%D8%AF%D8%B1_OpenCV\"><\/span>\n<p>  \u062a\u0628\u062f\u06cc\u0644 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 HSV \u062f\u0631 OpenCV<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0628\u062f\u06cc\u0644 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 HSV \u062f\u0631 OpenCV \u0628\u0627 \u062a\u0627\u0628\u0639 ()cv2.cvtColor \u0633\u0627\u062f\u0647 \u0627\u0633\u062a. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u06af\u0627\u0647\u06cc \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">cv2<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">matplotlib.pyplot<\/span> <span class=\"k\">as<\/span> <span class=\"n\">plt<\/span>\n\n\n<span class=\"n\">image<\/span> <span class=\"o\">=<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"nf\">imread<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">.\/test.png<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span><span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">imshow<\/span><span class=\"p\">(<\/span><span class=\"n\">image<\/span><span class=\"p\">[:,:,::<\/span><span class=\"o\">-<\/span><span class=\"mi\">1<\/span><span class=\"p\">])<\/span> <span class=\"c1\">#plot as RGB \n<\/span><span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">title<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">RGB View<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">hsv<\/span><span class=\"o\">=<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"nf\">cvtColor<\/span><span class=\"p\">(<\/span><span class=\"n\">image<\/span><span class=\"p\">,<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"n\">COLOR_RGB2HSV<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span><span class=\"mi\">2<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">imshow<\/span><span class=\"p\">(<\/span><span class=\"n\">hsv<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">title<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">HSV View<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">tight_layout<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">show<\/span><span class=\"p\">()<\/span>\n\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9bri9v3lzf7addgfuj98.png\" alt=\"\u062a\u0633\u062a hsv \u0646\u0645\u0627\u06cc\u0647 \u062a\u0635\u0648\u06cc\u0631 \" loading=\"lazy\" width=\"800\" height=\"436\" title=\"\"><\/p>\n<p>\u062f\u0631 \u0646\u06af\u0627\u0647 \u0627\u0648\u0644\u060c \u0637\u0631\u062d HSV \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0639\u062c\u06cc\u0628 \u0628\u0647 \u0646\u0638\u0631 \u0628\u0631\u0633\u062f &#8211; \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0634\u0628\u06cc\u0647 \u0628\u06cc\u06af\u0627\u0646\u06af\u0627\u0646. \u0627\u06cc\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0631\u0627\u06cc\u0627\u0646\u0647 \u0634\u0645\u0627 \u0633\u0639\u06cc \u0645\u06cc \u06a9\u0646\u062f HSV \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 RGB \u0646\u0634\u0627\u0646 \u062f\u0647\u062f\u060c \u062d\u062a\u06cc \u0627\u06af\u0631 \u0627\u062c\u0632\u0627\u06cc HSV (\u0628\u0647 \u0648\u06cc\u0698\u0647 Hue) \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0628\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 RGB \u0646\u06af\u0627\u0634\u062a \u0646\u0634\u062f\u0647 \u0628\u0627\u0634\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644:<\/p>\n<ul>\n<li>Hue (H): \u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0632\u0627\u0648\u06cc\u0647 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0627\u0632 0 \u062a\u0627 179 \u062f\u0631 OpenCV \u0645\u062a\u063a\u06cc\u0631 \u0627\u0633\u062a (\u0646\u0647 \u0627\u0632 0 \u062a\u0627 255 \u0645\u0627\u0646\u0646\u062f \u06a9\u0627\u0646\u0627\u0644 \u0647\u0627\u06cc RGB). \u0627\u06cc\u0646 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u06a9\u0627\u0646\u0627\u0644 Hue \u062f\u0631 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 RGB \u0639\u0645\u062f\u062a\u0627\u064b \u0622\u0628\u06cc \u0638\u0627\u0647\u0631 \u0634\u0648\u062f.<\/li>\n<\/ul>\n<p>\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0628\u0639\u062f\u06cc\u060c \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0646\u0645\u0627\u06cc\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u060c \u0628\u0644\u06a9\u0647 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u062a\u06cc\u0631\u0647\u200c\u062a\u0631 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0628\u0627 \u0645\u062f\u0644 Flux ai image gen \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u0648\u0631\u062f \u06a9\u0627\u0631\u0628\u0631 \u0628\u0647\u062a\u0631 \u0627\u0632 HSV \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0646\u0645\u0627\u06cc\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f\u060c \u0632\u06cc\u0631\u0627 \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0623\u062b\u06cc\u0631 \u0622\u0646 \u0631\u0627 \u0628\u0647\u062a\u0631 \u0628\u0628\u06cc\u0646\u06cc\u0645 <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F4nwvylky255ts8140xan.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631 1\" loading=\"lazy\" width=\"800\" height=\"402\" title=\"\"><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AF%D8%B1%DA%A9_HSV_%D8%A7%D8%B2_%D8%B7%D8%B1%DB%8C%D9%82_%D9%87%DB%8C%D8%B3%D8%AA%D9%88%DA%AF%D8%B1%D8%A7%D9%85\"><\/span>\n<p>  \u062f\u0631\u06a9 HSV \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u062a\u0641\u0627\u0648\u062a \u0628\u06cc\u0646 RGB \u0648 HSV\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u0627\u0646\u0627\u0644 \u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u0647\u0645 \u06a9\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Plot the histograms\n<\/span><span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">))<\/span>\n\n<span class=\"c1\"># RGB Histogram\n<\/span><span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">i<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span> <span class=\"ow\">in<\/span> <span class=\"nf\">enumerate<\/span><span class=\"p\">([<\/span><span class=\"sh\">'<\/span><span class=\"s\">r<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">g<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">b<\/span><span class=\"sh\">'<\/span><span class=\"p\">]):<\/span>\n    <span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">hist<\/span><span class=\"p\">(<\/span><span class=\"n\">image<\/span><span class=\"p\">[:,<\/span> <span class=\"p\">:,<\/span> <span class=\"n\">i<\/span><span class=\"p\">].<\/span><span class=\"nf\">ravel<\/span><span class=\"p\">(),<\/span> <span class=\"mi\">256<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">256<\/span><span class=\"p\">],<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"n\">color<\/span><span class=\"p\">,<\/span> <span class=\"n\">histtype<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">step<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">xlim<\/span><span class=\"p\">([<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">256<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">title<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">RGB Histogram<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># HSV Histogram\n<\/span><span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">i<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span> <span class=\"ow\">in<\/span> <span class=\"nf\">enumerate<\/span><span class=\"p\">([<\/span><span class=\"sh\">'<\/span><span class=\"s\">r<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">g<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">b<\/span><span class=\"sh\">'<\/span><span class=\"p\">]):<\/span>\n    <span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">hist<\/span><span class=\"p\">(<\/span><span class=\"n\">hsv<\/span><span class=\"p\">[:,<\/span> <span class=\"p\">:,<\/span> <span class=\"n\">i<\/span><span class=\"p\">].<\/span><span class=\"nf\">ravel<\/span><span class=\"p\">(),<\/span> <span class=\"mi\">256<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">256<\/span><span class=\"p\">],<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"n\">color<\/span><span class=\"p\">,<\/span> <span class=\"n\">histtype<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">step<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">xlim<\/span><span class=\"p\">([<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">256<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">title<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">HSV Histogram<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">show<\/span><span class=\"p\">()<\/span>\n\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ftlkv5fzj5vf4j6a1mdc8.png\" alt=\"\u0647\u06cc\u0633\u062a\u0648\u0631\u06af\u0631\u0627\u0645 \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"472\" title=\"\"><\/p>\n<p>\u0627\u0632 \u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645 \u0647\u0627\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0646\u0627\u0644 \u0647\u0627\u06cc HSV \u0628\u0627 RGB \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a. \u0628\u0647 \u06a9\u0627\u0646\u0627\u0644 Hue \u062f\u0631 HSV \u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u0628\u06cc\u0646 0 \u062a\u0627 179 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0646\u0627\u0637\u0642 \u0631\u0646\u06af\u06cc \u0645\u062a\u0645\u0627\u06cc\u0632 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 Saturation \u0648 Value \u0634\u062f\u062a \u0648 \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D8%AC%D8%B3%D9%85_%D8%B1%D9%86%DA%AF%D8%8C_%D8%A7%D8%B4%D8%A8%D8%A7%D8%B9_%D9%88_%D8%A7%D8%B1%D8%B2%D8%B4\"><\/span>\n<p>  \u062a\u062c\u0633\u0645 \u0631\u0646\u06af\u060c \u0627\u0634\u0628\u0627\u0639 \u0648 \u0627\u0631\u0632\u0634<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062d\u0627\u0644\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631 HSV \u0631\u0627 \u0628\u0647 \u0627\u062c\u0632\u0627\u06cc \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0622\u0646 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u0647\u062a\u0631 \u0628\u0641\u0647\u0645\u06cc\u0645 \u0647\u0631 \u06a9\u0627\u0646\u0627\u0644 \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Plot the individual HSV channels\n<\/span><span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">imshow<\/span><span class=\"p\">(<\/span><span class=\"n\">hsv<\/span><span class=\"p\">[:,<\/span> <span class=\"p\">:,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">],<\/span> <span class=\"n\">cmap<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">hsv<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># Hue\n<\/span><span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">title<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Hue<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">imshow<\/span><span class=\"p\">(<\/span><span class=\"n\">hsv<\/span><span class=\"p\">[:,<\/span> <span class=\"p\">:,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">],<\/span> <span class=\"n\">cmap<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">gray<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># Saturation\n<\/span><span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">title<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Saturation<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">imshow<\/span><span class=\"p\">(<\/span><span class=\"n\">hsv<\/span><span class=\"p\">[:,<\/span> <span class=\"p\">:,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">],<\/span> <span class=\"n\">cmap<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">gray<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># Value\n<\/span><span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">title<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Value<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">tight_layout<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">show<\/span><span class=\"p\">()<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F6h4607rdlgvb3bgtlu2p.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 HSV \u062a\u0642\u0633\u06cc\u0645 \u062a\u0635\u0648\u06cc\u0631 \" loading=\"lazy\" width=\"800\" height=\"282\" title=\"\"><\/p>\n<ul>\n<li>Hue: \u062a\u0645\u0627\u06cc\u0632 \u0631\u0646\u06af\u200c\u0647\u0627 \u0631\u0627 \u0648\u0627\u0636\u062d \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0648 \u0631\u0646\u06af\u200c\u0647\u0627\u06cc \u063a\u0627\u0644\u0628 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0631\u062c\u0633\u062a\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<li>\u0627\u0634\u0628\u0627\u0639: \u0646\u0648\u0627\u062d\u06cc \u0631\u0648\u0634\u0646\u200c\u062a\u0631 \u0631\u0646\u06af\u200c\u0647\u0627\u06cc \u067e\u0631 \u062c\u0646\u0628 \u0648 \u062c\u0648\u0634 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0645\u0646\u0627\u0637\u0642 \u062a\u06cc\u0631\u0647\u200c\u062a\u0631 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0631\u0646\u06af\u200c\u0647\u0627\u06cc \u062e\u0627\u0645\u0648\u0634\u200c\u062a\u0631 \u0648 \u0645\u0627\u06cc\u0644 \u0628\u0647 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0627\u0633\u062a.<\/li>\n<li>\u0645\u0642\u062f\u0627\u0631: \u062a\u0648\u0632\u06cc\u0639 \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u062c\u0633\u062a\u0647 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0628\u0627 \u0645\u0646\u0627\u0637\u0642\u06cc \u06a9\u0647 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0631\u0648\u0634\u0646 \u0634\u062f\u0647 \u0627\u0646\u062f\u060c \u0631\u0648\u0634\u0646 \u062a\u0631 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u0646\u062f.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B1%D9%81%D9%86%D8%AF%D9%87%D8%A7%DB%8C%DB%8C_%D8%A8%D8%A7_HSV\"><\/span>\n<p>  \u062a\u0631\u0641\u0646\u062f\u0647\u0627\u06cc\u06cc \u0628\u0627 HSV<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"1_%D8%A7%D9%81%D8%B2%D8%A7%DB%8C%D8%B4_%D8%B1%D9%88%D8%B4%D9%86%D8%A7%DB%8C%DB%8C_%D8%A8%D8%B1%D8%A7%D8%A8%D8%B1%D8%B3%D8%A7%D8%B2%DB%8C_%D8%A7%D8%B1%D8%B2%D8%B4\"><\/span>\n<p>  1. \u0627\u0641\u0632\u0627\u06cc\u0634 \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc (\u0628\u0631\u0627\u0628\u0631\u0633\u0627\u0632\u06cc \u0627\u0631\u0632\u0634)<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627 \u0646\u0648\u0631 \u0646\u0627\u0647\u0645\u0648\u0627\u0631\u060c \u06cc\u06a9\u0633\u0627\u0646 \u06a9\u0631\u062f\u0646 \u06a9\u0627\u0646\u0627\u0644 Value \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0646\u0648\u0627\u062d\u06cc \u062a\u06cc\u0631\u0647\u200c\u062a\u0631 \u0631\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0646\u0645\u0627\u06cc\u0627\u0646 \u06a9\u0646\u062f \u0648 \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0627\u0644 \u0628\u0647 \u0645\u0646\u0627\u0637\u0642 \u0631\u0648\u0634\u0646\u200c\u062a\u0631 \u062c\u0644\u0648\u0647 \u00ab\u062f\u0631\u062e\u0634\u0634\u00bb \u0628\u062f\u0647\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">equ<\/span> <span class=\"o\">=<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"nf\">equalizeHist<\/span><span class=\"p\">(<\/span><span class=\"n\">hsv<\/span><span class=\"p\">[:,<\/span> <span class=\"p\">:,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">])<\/span>  <span class=\"c1\"># Equalize the Value channel\n<\/span><span class=\"n\">new_hsv<\/span> <span class=\"o\">=<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"nf\">merge<\/span><span class=\"p\">((<\/span><span class=\"n\">hsv<\/span><span class=\"p\">[:,<\/span> <span class=\"p\">:,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">],<\/span> <span class=\"n\">hsv<\/span><span class=\"p\">[:,<\/span> <span class=\"p\">:,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">],<\/span> <span class=\"n\">equ<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">new_image<\/span> <span class=\"o\">=<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"nf\">cvtColor<\/span><span class=\"p\">(<\/span><span class=\"n\">new_hsv<\/span><span class=\"p\">,<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"n\">COLOR_HSV2BGR<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Display results\n<\/span><span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">imshow<\/span><span class=\"p\">(<\/span><span class=\"n\">image<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">title<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Original Image<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">imshow<\/span><span class=\"p\">(<\/span><span class=\"n\">new_image<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">title<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Brightness Enhanced<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">tight_layout<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">show<\/span><span class=\"p\">()<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fr6mikvo1b6gwcpmnj4jr.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631 ValEnhnaced\" loading=\"lazy\" width=\"800\" height=\"381\" title=\"\"><\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_%D8%A7%D9%81%D8%B2%D8%A7%DB%8C%D8%B4_%D8%B1%D9%86%DA%AF_%D8%AA%D8%B9%D8%A7%D8%AF%D9%84_%D8%A7%D8%B4%D8%A8%D8%A7%D8%B9\"><\/span>\n<p>  2. \u0627\u0641\u0632\u0627\u06cc\u0634 \u0631\u0646\u06af (\u062a\u0639\u0627\u062f\u0644 \u0627\u0634\u0628\u0627\u0639)<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062a\u0642\u0648\u06cc\u062a \u06a9\u0627\u0646\u0627\u0644 \u0627\u0634\u0628\u0627\u0639 \u0631\u0646\u06af \u0647\u0627 \u0631\u0627 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0645\u062a\u0645\u0627\u06cc\u0632\u062a\u0631 \u0648 \u0632\u0646\u062f\u0647 \u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">equ<\/span> <span class=\"o\">=<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"nf\">equalizeHist<\/span><span class=\"p\">(<\/span><span class=\"n\">hsv<\/span><span class=\"p\">[:,<\/span> <span class=\"p\">:,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">])<\/span>  <span class=\"c1\"># Equalize the Saturation channel\n<\/span><span class=\"n\">new_hsv<\/span> <span class=\"o\">=<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"nf\">merge<\/span><span class=\"p\">((<\/span><span class=\"n\">hsv<\/span><span class=\"p\">[:,<\/span> <span class=\"p\">:,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">],<\/span> <span class=\"n\">equ<\/span><span class=\"p\">,<\/span> <span class=\"n\">hsv<\/span><span class=\"p\">[:,<\/span> <span class=\"p\">:,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">]))<\/span>\n<span class=\"n\">new_image<\/span> <span class=\"o\">=<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"nf\">cvtColor<\/span><span class=\"p\">(<\/span><span class=\"n\">new_hsv<\/span><span class=\"p\">,<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"n\">COLOR_HSV2BGR<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Display results\n<\/span><span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">imshow<\/span><span class=\"p\">(<\/span><span class=\"n\">image<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">title<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Original Image<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">imshow<\/span><span class=\"p\">(<\/span><span class=\"n\">new_image<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">title<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Color Enhanced<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">tight_layout<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">show<\/span><span class=\"p\">()<\/span>\n\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fo3867nu4tyy84h230n0a.png\" alt=\"Image SatEhnahced\" loading=\"lazy\" width=\"800\" height=\"395\" title=\"\"><\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_%D9%81%DB%8C%D9%84%D8%AA%D8%B1_%D8%B1%D9%86%DA%AF_%D8%AC%D8%AF%D8%A7%D8%B3%D8%A7%D8%B2%DB%8C_%D9%82%D8%B1%D9%85%D8%B2\"><\/span>\n<p>  3. \u0641\u06cc\u0644\u062a\u0631 \u0631\u0646\u06af (\u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u0642\u0631\u0645\u0632)<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u0627\u0646\u0627\u0644 Hue \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0631\u0646\u06af\u200c\u0647\u0627\u06cc \u062e\u0627\u0635\u06cc \u0631\u0627 \u062c\u062f\u0627 \u06a9\u0646\u06cc\u0645. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062a\u0646 \u0647\u0627\u06cc \u0642\u0631\u0645\u0632:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Define range for red color\n<\/span><span class=\"n\">lower_red<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">array<\/span><span class=\"p\">([<\/span><span class=\"mi\">140<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">upper_red<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">array<\/span><span class=\"p\">([<\/span><span class=\"mi\">180<\/span><span class=\"p\">,<\/span> <span class=\"mi\">255<\/span><span class=\"p\">,<\/span> <span class=\"mi\">255<\/span><span class=\"p\">])<\/span>\n\n<span class=\"c1\"># Create a mask\n<\/span><span class=\"n\">mask<\/span> <span class=\"o\">=<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"nf\">inRange<\/span><span class=\"p\">(<\/span><span class=\"n\">hsv<\/span><span class=\"p\">,<\/span> <span class=\"n\">lower_red<\/span><span class=\"p\">,<\/span> <span class=\"n\">upper_red<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">filtered_image<\/span> <span class=\"o\">=<\/span> <span class=\"n\">cv2<\/span><span class=\"p\">.<\/span><span class=\"nf\">bitwise_and<\/span><span class=\"p\">(<\/span><span class=\"n\">image<\/span><span class=\"p\">,<\/span> <span class=\"n\">image<\/span><span class=\"p\">,<\/span> <span class=\"n\">mask<\/span><span class=\"o\">=<\/span><span class=\"n\">mask<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Display results\n<\/span><span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">imshow<\/span><span class=\"p\">(<\/span><span class=\"n\">image<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">title<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Original Image<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">imshow<\/span><span class=\"p\">(<\/span><span class=\"n\">filtered_image<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">title<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Red Filtered<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">tight_layout<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">show<\/span><span class=\"p\">()<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxgzuyqcfqmbcj16na8gl.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631 ColorSeg\" loading=\"lazy\" width=\"800\" height=\"391\" title=\"\"><\/p>\n<p>\u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u060c \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u0631\u0646\u06af \u06cc\u0627 \u062d\u062a\u06cc \u062c\u0644\u0648\u0647 \u0647\u0627\u06cc \u0647\u0646\u0631\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C\"><\/span>\n<p>  \u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0641\u0636\u0627\u06cc \u0631\u0646\u06af\u06cc HSV \u0631\u0648\u0634\u06cc \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647 \u0648 \u0628\u0635\u0631\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. HSV \u0628\u0627 \u062c\u062f\u0627 \u06a9\u0631\u062f\u0646 \u0631\u0646\u06af (Hue)\u060c \u0634\u062f\u062a (Saturation) \u0648 \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc (Value)\u060c \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0631\u0646\u06af\u060c \u0628\u0647\u0628\u0648\u062f \u0648 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 RGB \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634\u06af\u0631\u0647\u0627 \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0627\u0633\u062a\u060c HSV \u0627\u0645\u06a9\u0627\u0646\u0627\u062a\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u062e\u0644\u0627\u0642\u0627\u0646\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644\u06cc \u0628\u0627\u0632 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u062a\u0631\u0641\u0646\u062f \u0645\u0648\u0631\u062f \u0639\u0644\u0627\u0642\u0647 \u0634\u0645\u0627 \u0628\u0627 HSV \u0686\u06cc\u0633\u062a\u061f \u0646\u0638\u0631\u0627\u062a \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0632\u06cc\u0631 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f\u060c \u0648 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06cc\u0646 \u062f\u0646\u06cc\u0627\u06cc \u067e\u0631 \u062c\u0646\u0628 \u0648 \u062c\u0648\u0634 \u0631\u0646\u06af \u0631\u0627 \u0628\u0627 \u0647\u0645 \u06a9\u0634\u0641 \u06a9\u0646\u06cc\u0645!<\/p>\n<p>\u0627\u06cc\u0646 \u0646\u0633\u062e\u0647 \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u062c\u0631\u06cc\u0627\u0646 \u0631\u0648\u0627\u0646\u060c \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062f\u0642\u06cc\u0642 \u0648 \u0642\u0627\u0644\u0628 \u0628\u0646\u062f\u06cc \u062b\u0627\u0628\u062a \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062e\u0648\u0627\u0646\u0627\u06cc\u06cc \u0648 \u062f\u0631\u06a9 \u0645\u0637\u0644\u0628 \u0627\u0633\u062a.<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Summarize this content to 400 words in Persian Lang \u062f\u0631 \u067e\u0633\u062a \u0642\u0628\u0644\u06cc\u060c \u0627\u0635\u0648\u0644 \u06a9\u0627\u0631 \u0628\u0627 \u062a\u0635\u0627\u0648\u06cc\u0631 RGB \u062f\u0631 OpenCV \u0627\u0632 \u062c\u0645\u0644\u0647 \u062a\u0631\u0633\u06cc\u0645 \u0648 \u062a\u0646\u0638\u06cc\u0645 \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc \u0648 \u06a9\u0646\u062a\u0631\u0627\u0633\u062a \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u06cc\u0645. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0641\u0636\u0627\u06cc \u0631\u0646\u06af\u06cc RGB \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634\u06af\u0631\u0647\u0627\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647 \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0631\u0646\u06af \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0646\u0638\u0631 \u0634\u062f\u062a \u0646\u0648\u0631 \u0633\u0627\u0637\u0639 \u0634\u062f\u0647 \u0627\u0632 \u0635\u0641\u062d\u0647 \u0646\u0645\u0627\u06cc\u0634 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":86109,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-86108","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/86108","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=86108"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/86108\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/86109"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=86108"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=86108"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=86108"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}