{"id":101138,"date":"2025-03-12T02:48:41","date_gmt":"2025-03-11T23:18:41","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/randomsolarize-in-pytorch-h84\/"},"modified":"2025-03-12T02:48:41","modified_gmt":"2025-03-11T23:18:41","slug":"randomsolarize-in-pytorch-h84","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/randomsolarize-in-pytorch-h84\/","title":{"rendered":"\u0628\u0647 \u0635\u0648\u0631\u062a \u062a\u0635\u0627\u062f\u0641\u06cc \u062f\u0631 Pytorch – \u062c\u0627\u0645\u0639\u0647 dev"},"content":{"rendered":"

\u062a\u0635\u0627\u062f\u0641\u06cc () \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u0627\u062d\u062a\u0645\u0627\u0644 \u062e\u0627\u0635 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u060c \u0645\u0646\u062d\u0631\u0641 \u06a9\u0646\u062f:<\/p>\n

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from<\/span> torchvision.datasets<\/span> import<\/span> OxfordIIITPet<\/span>\nfrom<\/span> torchvision.transforms.v2<\/span> import<\/span> RandomSolarize<\/span>\n\nrs<\/span> =<\/span> RandomSolarize<\/span>(<\/span>threshold<\/span>=<\/span>0<\/span>)<\/span>\nrs<\/span> =<\/span> RandomSolarize<\/span>(<\/span>threshold<\/span>=<\/span>0<\/span>,<\/span> p<\/span>=<\/span>0.5<\/span>)<\/span>\n\nrs<\/span>\n# RandomSolarize(p=0.5, threshold=0)\n<\/span>\nrs<\/span>.<\/span>threshold<\/span>\n# 0\n<\/span>\nrs<\/span>.<\/span>p<\/span>\n# 0.5\n<\/span>\norigin_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>None<\/span>\n)<\/span>\n\nt300p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span> # `t` is threshold.\n<\/span>    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomSolarize<\/span>(<\/span>threshold<\/span>=<\/span>300<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nt256p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomSolarize<\/span>(<\/span>threshold<\/span>=<\/span>256<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nt250p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomSolarize<\/span>(<\/span>threshold<\/span>=<\/span>250<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nt240p1_data<\/span>  =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomSolarize<\/span>(<\/span>threshold<\/span>=<\/span>240<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nt220p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomSolarize<\/span>(<\/span>threshold<\/span>=<\/span>220<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nt200p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomSolarize<\/span>(<\/span>threshold<\/span>=<\/span>200<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nt150p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomSolarize<\/span>(<\/span>threshold<\/span>=<\/span>150<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nt100p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomSolarize<\/span>(<\/span>threshold<\/span>=<\/span>100<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nt50p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomSolarize<\/span>(<\/span>threshold<\/span>=<\/span>50<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nt10p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomSolarize<\/span>(<\/span>threshold<\/span>=<\/span>10<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nt0p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomSolarize<\/span>(<\/span>threshold<\/span>=<\/span>0<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\ntn10p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span> # `n` is negative.\n<\/span>    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomSolarize<\/span>(<\/span>threshold<\/span>=-<\/span>10<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\ntn100p1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomSolarize<\/span>(<\/span>threshold<\/span>=-<\/span>100<\/span>,<\/span> p<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\nt0p0_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomSolarize<\/span>(<\/span>threshold<\/span>=<\/span>0<\/span>,<\/span> p<\/span>=<\/span>0<\/span>)<\/span>\n)<\/span>\n\nt0p05_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomSolarize<\/span>(<\/span>threshold<\/span>=<\/span>0<\/span>,<\/span> p<\/span>=<\/span>0.5<\/span>)<\/span>\n    # transform=RandomSolarize(threshold=0)\n<\/span>)<\/span>\n\nimport<\/span> matplotlib.pyplot<\/span> as<\/span> plt<\/span>\n\ndef<\/span> show_images1<\/span>(<\/span>data<\/span>,<\/span> main_title<\/span>=<\/span>None<\/span>):<\/span>\n    plt<\/span>.<\/span>figure<\/span>(<\/span>figsize<\/span>=<\/span>[<\/span>10<\/span>,<\/span> 5<\/span>])<\/span>\n    plt<\/span>.<\/span>suptitle<\/span>(<\/span>t<\/span>=<\/span>main_title<\/span>,<\/span> y<\/span>=<\/span>0.8<\/span>,<\/span> fontsize<\/span>=<\/span>14<\/span>)<\/span>\n    for<\/span> i<\/span>,<\/span> (<\/span>im<\/span>,<\/span> _<\/span>)<\/span> in<\/span> zip<\/span>(<\/span>range<\/span>(<\/span>1<\/span>,<\/span> 6<\/span>),<\/span> data<\/span>):<\/span>\n        plt<\/span>.<\/span>subplot<\/span>(<\/span>1<\/span>,<\/span> 5<\/span>,<\/span> i<\/span>)<\/span>\n        plt<\/span>.<\/span>imshow<\/span>(<\/span>X<\/span>=<\/span>im<\/span>)<\/span>\n        plt<\/span>.<\/span>xticks<\/span>(<\/span>ticks<\/span>=<\/span>[])<\/span>\n        plt<\/span>.<\/span>yticks<\/span>(<\/span>ticks<\/span>=<\/span>[])<\/span>\n    plt<\/span>.<\/span>tight_layout<\/span>()<\/span>\n    plt<\/span>.<\/span>show<\/span>()<\/span>\n\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>origin_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t300p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t300p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t256p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t256p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t255p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t255p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t250p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t250p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t240p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t240p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t220p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t220p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t200p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t200p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t150p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t150p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t100p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t100p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t50p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t50p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t10p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t10p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t0p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>tn10p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>tn10p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>tn100p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>tn100p1_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t0p0_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p0_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t0p0_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p0_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t0p0_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p0_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t0p05_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p05_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t0p05_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p05_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t0p05_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p05_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t0p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t0p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>t0p1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p1_data<\/span>\"<\/span>)<\/span>\n\n# \u2193 \u2193 \u2193 \u2193 \u2193 \u2193 The code below is identical to the code above. \u2193 \u2193 \u2193 \u2193 \u2193 \u2193\n<\/span>def<\/span> show_images2<\/span>(<\/span>data<\/span>,<\/span> main_title<\/span>=<\/span>None<\/span>,<\/span> t<\/span>=<\/span>None<\/span>,<\/span> prob<\/span>=<\/span>0<\/span>):<\/span>\n    plt<\/span>.<\/span>figure<\/span>(<\/span>figsize<\/span>=<\/span>[<\/span>10<\/span>,<\/span> 5<\/span>])<\/span>\n    plt<\/span>.<\/span>suptitle<\/span>(<\/span>t<\/span>=<\/span>main_title<\/span>,<\/span> y<\/span>=<\/span>0.8<\/span>,<\/span> fontsize<\/span>=<\/span>14<\/span>)<\/span>\n    if<\/span> main_title<\/span> !=<\/span> \"<\/span>origin_data<\/span>\"<\/span>:<\/span>\n        for<\/span> i<\/span>,<\/span> (<\/span>im<\/span>,<\/span> _<\/span>)<\/span> in<\/span> zip<\/span>(<\/span>range<\/span>(<\/span>1<\/span>,<\/span> 6<\/span>),<\/span> data<\/span>):<\/span>\n            plt<\/span>.<\/span>subplot<\/span>(<\/span>1<\/span>,<\/span> 5<\/span>,<\/span> i<\/span>)<\/span>\n            rs<\/span> =<\/span> RandomSolarize<\/span>(<\/span>threshold<\/span>=<\/span>t<\/span>,<\/span> p<\/span>=<\/span>prob<\/span>)<\/span>\n            plt<\/span>.<\/span>imshow<\/span>(<\/span>X<\/span>=<\/span>rs<\/span>(<\/span>im<\/span>))<\/span>\n            plt<\/span>.<\/span>xticks<\/span>(<\/span>ticks<\/span>=<\/span>[])<\/span>\n            plt<\/span>.<\/span>yticks<\/span>(<\/span>ticks<\/span>=<\/span>[])<\/span>\n    else<\/span>:<\/span>\n        for<\/span> i<\/span>,<\/span> (<\/span>im<\/span>,<\/span> _<\/span>)<\/span> in<\/span> zip<\/span>(<\/span>range<\/span>(<\/span>1<\/span>,<\/span> 6<\/span>),<\/span> data<\/span>):<\/span>\n            plt<\/span>.<\/span>subplot<\/span>(<\/span>1<\/span>,<\/span> 5<\/span>,<\/span> i<\/span>)<\/span>\n            plt<\/span>.<\/span>imshow<\/span>(<\/span>X<\/span>=<\/span>im<\/span>)<\/span>\n            plt<\/span>.<\/span>xticks<\/span>(<\/span>ticks<\/span>=<\/span>[])<\/span>\n            plt<\/span>.<\/span>yticks<\/span>(<\/span>ticks<\/span>=<\/span>[])<\/span>\n    plt<\/span>.<\/span>tight_layout<\/span>()<\/span>\n    plt<\/span>.<\/span>show<\/span>()<\/span>\n\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>origin_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t300p1_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>300<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t256p1_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>256<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t255p1_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>255<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t250p1_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>250<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t240p1_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>240<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t220p1_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>220<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t200p1_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>200<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t150p1_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>150<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t100p1_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>100<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t50p1_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>50<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t10p1_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>10<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p1_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>0<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>tn10p1_data<\/span>\"<\/span>,<\/span> t<\/span>=-<\/span>10<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>tn100p1_data<\/span>\"<\/span>,<\/span> t<\/span>=-<\/span>100<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p0_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>0<\/span>,<\/span> prob<\/span>=<\/span>0<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p0_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>0<\/span>,<\/span> prob<\/span>=<\/span>0<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p0_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>0<\/span>,<\/span> prob<\/span>=<\/span>0<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p05_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>0<\/span>,<\/span> prob<\/span>=<\/span>0.5<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p05_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>0<\/span>,<\/span> prob<\/span>=<\/span>0.5<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p05_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>0<\/span>,<\/span> prob<\/span>=<\/span>0.5<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p1_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>0<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p1_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>0<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>t0p1_data<\/span>\"<\/span>,<\/span> t<\/span>=<\/span>0<\/span>,<\/span> prob<\/span>=<\/span>1<\/span>)<\/span>\n<\/code><\/pre>\n
\n
\n    \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"
\u062a\u0635\u0627\u062f\u0641\u06cc () \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u0627\u062d\u062a\u0645\u0627\u0644 \u062e\u0627\u0635 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u060c \u0645\u0646\u062d\u0631\u0641 \u06a9\u0646\u062f: from torchvision.datasets import OxfordIIITPet from torchvision.transforms.v2 import RandomSolarize rs = RandomSolarize(threshold=0) rs = RandomSolarize(threshold=0, p=0.5) rs # RandomSolarize(p=0.5, threshold=0) rs.threshold # 0 rs.p # 0.5 origin_data = OxfordIIITPet( root=”data”, transform=None …<\/p>\n","protected":false},"author":2,"featured_media":101139,"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-101138","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\/101138","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=101138"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/101138\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/101139"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=101138"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=101138"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=101138"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}