{"id":98709,"date":"2025-02-23T09:01:22","date_gmt":"2025-02-23T05:31:22","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/elastictransform-in-pytorch-2-2p5j\/"},"modified":"2025-02-23T09:01:22","modified_gmt":"2025-02-23T05:31:22","slug":"elastictransform-in-pytorch-2-2p5j","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/elastictransform-in-pytorch-2-2p5j\/","title":{"rendered":"Elastictransform \u062f\u0631 Pytorch (2) – \u062c\u0627\u0645\u0639\u0647 Dev"},"content":{"rendered":"

ElasticTransform () \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u062d\u0648\u0644 \u0645\u0648\u0631\u0641\u0648\u0644\u0648\u0698\u06cc\u06a9\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f. *\u062f\u0631 \u0645\u0648\u0631\u062f sigma<\/code> \u0648\u062a fill<\/code> \u0627\u0633\u062a\u062f\u0644\u0627\u0644:<\/p>\n

\n
from<\/span> torchvision.datasets<\/span> import<\/span> OxfordIIITPet<\/span>\nfrom<\/span> torchvision.transforms.v2<\/span> import<\/span> ElasticTransform<\/span>\nfrom<\/span> torchvision.transforms.functional<\/span> import<\/span> InterpolationMode<\/span>\n\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\na5000s01_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span> # `a` is alpha and `s` is sigma.\n<\/span>    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>0.1<\/span>)<\/span>\n    # transform=ElasticTransform(alpha=5000, sigma=[0.1, 0.1])\n<\/span>)<\/span>\n\na5000s1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>1<\/span>)<\/span>\n)<\/span>\n\na5000s5_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>5<\/span>)<\/span>\n)<\/span>\n\na5000s10_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>10<\/span>)<\/span>\n)<\/span>\n\na5000s20_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>20<\/span>)<\/span>\n)<\/span>\n\na5000s40_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>40<\/span>)<\/span>\n)<\/span>\n\na5000s40_01_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>[<\/span>40<\/span>,<\/span> 0.1<\/span>])<\/span>\n)<\/span>\n\na5000s40_1_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>[<\/span>40<\/span>,<\/span> 1<\/span>])<\/span>\n)<\/span>\n\na5000s40_5_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>[<\/span>40<\/span>,<\/span> 5<\/span>])<\/span>\n)<\/span>\n\na5000s40_10_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>[<\/span>40<\/span>,<\/span> 10<\/span>])<\/span>\n)<\/span>\n\na5000s40_20_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>[<\/span>40<\/span>,<\/span> 20<\/span>])<\/span>\n)<\/span>\n\na5000s40_40_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>[<\/span>40<\/span>,<\/span> 40<\/span>])<\/span>\n)<\/span>\n\na5000s01_40_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>[<\/span>0.1<\/span>,<\/span> 40<\/span>])<\/span>\n)<\/span>\n\na5000s1_40_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>[<\/span>1<\/span>,<\/span> 40<\/span>])<\/span>\n)<\/span>\n\na5000s5_40_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>[<\/span>5<\/span>,<\/span> 40<\/span>])<\/span>\n)<\/span>\n\na5000s10_40_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>[<\/span>10<\/span>,<\/span> 40<\/span>])<\/span>\n)<\/span>\n\na5000s20_40_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>[<\/span>20<\/span>,<\/span> 40<\/span>])<\/span>\n)<\/span>\n\na5000s40_40_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>[<\/span>40<\/span>,<\/span> 40<\/span>])<\/span>\n)<\/span>\n\na5000s5fgray_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>5<\/span>,<\/span> fill<\/span>=<\/span>150<\/span>)<\/span>\n)<\/span>\n\na5000s10fgray_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>10<\/span>,<\/span> fill<\/span>=<\/span>150<\/span>)<\/span>\n)<\/span>\n\na5000s5fpurple_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>5<\/span>,<\/span> fill<\/span>=<\/span>[<\/span>160<\/span>,<\/span> 32<\/span>,<\/span> 240<\/span>])<\/span>\n)<\/span>\n\na5000s10fpurple_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>5000<\/span>,<\/span> sigma<\/span>=<\/span>10<\/span>,<\/span> fill<\/span>=<\/span>[<\/span>160<\/span>,<\/span> 32<\/span>,<\/span> 240<\/span>])<\/span>\n)<\/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>a5000s01_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s01_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000s1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000s5_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s5_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000s10_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s10_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000s20_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s20_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000s40_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s40_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000s40_01_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s40_01_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000s40_1_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s40_1_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000s40_5_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s40_5_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000s40_10_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s40_10_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000s40_20_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s40_20_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000s40_40_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s40_40_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000s01_40_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s01_40_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000s1_40_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s1_40_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000s5_40_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s5_40_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000s10_40_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s10_40_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000s20_40_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s20_40_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000s40_40_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s40_40_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000fgray_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000fgray_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a10000fgray_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a10000fgray_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a5000fpurple_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000fpurple_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>a10000fpurple_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a10000fpurple_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> a<\/span>=<\/span>None<\/span>,<\/span> s<\/span>=<\/span>5<\/span>,<\/span> \n                 ip<\/span>=<\/span>InterpolationMode<\/span>.<\/span>BILINEAR<\/span>,<\/span> f<\/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> a<\/span> !=<\/span> None<\/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            et<\/span> =<\/span> ElasticTransform<\/span>(<\/span>alpha<\/span>=<\/span>a<\/span>,<\/span> sigma<\/span>=<\/span>s<\/span>,<\/span>\n                                  interpolation<\/span>=<\/span>ip<\/span>,<\/span> fill<\/span>=<\/span>f<\/span>)<\/span>\n            plt<\/span>.<\/span>imshow<\/span>(<\/span>X<\/span>=<\/span>et<\/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>a5000s01_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span> s<\/span>=<\/span>0.1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s1_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span> s<\/span>=<\/span>1<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s5_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span> s<\/span>=<\/span>5<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s10_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span> s<\/span>=<\/span>10<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s20_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span> s<\/span>=<\/span>20<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s40_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span> s<\/span>=<\/span>40<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s40_01_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>40<\/span>,<\/span> 0.1<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s40_1_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>40<\/span>,<\/span> 1<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s40_5_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>40<\/span>,<\/span> 5<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s40_10_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>40<\/span>,<\/span> 10<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s40_20_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>40<\/span>,<\/span> 20<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s40_40_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>40<\/span>,<\/span> 40<\/span>])<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s01_40_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>0.1<\/span>,<\/span> 40<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s1_40_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>1<\/span>,<\/span> 40<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s5_40_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>5<\/span>,<\/span> 40<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s10_40_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>10<\/span>,<\/span> 40<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s20_40_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>20<\/span>,<\/span> 40<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s40_40_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>40<\/span>,<\/span> 40<\/span>])<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000fgray_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span> f<\/span>=<\/span>150<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a10000fgray_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>10000<\/span>,<\/span> f<\/span>=<\/span>150<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000fpurple_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span>\n             f<\/span>=<\/span>[<\/span>160<\/span>,<\/span> 32<\/span>,<\/span> 240<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a10000fpurple_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>10000<\/span>,<\/span>\n             f<\/span>=<\/span>[<\/span>160<\/span>,<\/span> 32<\/span>,<\/span> 240<\/span>])<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s5fgray_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span> \n             s<\/span>=<\/span>5<\/span>,<\/span> f<\/span>=<\/span>150<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s10fgray_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span> \n             s<\/span>=<\/span>10<\/span>,<\/span> f<\/span>=<\/span>150<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s5fpurple_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span> \n             s<\/span>=<\/span>5<\/span>,<\/span> f<\/span>=<\/span>[<\/span>160<\/span>,<\/span> 32<\/span>,<\/span> 240<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>a5000s10fpurple_data<\/span>\"<\/span>,<\/span> a<\/span>=<\/span>5000<\/span>,<\/span> \n             s<\/span>=<\/span>10<\/span>,<\/span> f<\/span>=<\/span>[<\/span>160<\/span>,<\/span> 32<\/span>,<\/span> 240<\/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":"
ElasticTransform () \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u062d\u0648\u0644 \u0645\u0648\u0631\u0641\u0648\u0644\u0648\u0698\u06cc\u06a9\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f. *\u062f\u0631 \u0645\u0648\u0631\u062f sigma \u0648\u062a fill \u0627\u0633\u062a\u062f\u0644\u0627\u0644: from torchvision.datasets import OxfordIIITPet from torchvision.transforms.v2 import ElasticTransform from torchvision.transforms.functional import InterpolationMode origin_data = OxfordIIITPet( root=”data”, transform=None ) a5000s01_data = OxfordIIITPet( # `a` is alpha and `s` is sigma. root=”data”, transform=ElasticTransform(alpha=5000, sigma=0.1) # …<\/p>\n","protected":false},"author":2,"featured_media":98710,"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-98709","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\/98709","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=98709"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/98709\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/98710"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=98709"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=98709"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=98709"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}