{"id":96660,"date":"2025-02-09T05:03:53","date_gmt":"2025-02-09T01:33:53","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/randomcrop-in-pytorch-3-10am\/"},"modified":"2025-02-09T05:03:53","modified_gmt":"2025-02-09T01:33:53","slug":"randomcrop-in-pytorch-3-10am","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/randomcrop-in-pytorch-3-10am\/","title":{"rendered":"RandomCrop \u062f\u0631 Pytorch (3) – Community Dev"},"content":{"rendered":"
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from<\/span> torchvision.datasets<\/span> import<\/span> OxfordIIITPet<\/span>\nfrom<\/span> torchvision.transforms.v2<\/span> import<\/span> RandomCrop<\/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\ns500_394origin_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span> # `s` is size.\n<\/span>    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>500<\/span>,<\/span> 394<\/span>])<\/span>\n)<\/span>\n\ns600_494pinTrue_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span> # `pin` is pad_if_needed.\n<\/span>    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>600<\/span>,<\/span> 494<\/span>],<\/span> pad_if_needed<\/span>=<\/span>True<\/span>)<\/span>\n)<\/span>\n\ns700_594pinTrue_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> pad_if_needed<\/span>=<\/span>True<\/span>)<\/span>\n)<\/span>\n\ns800_694pinTrue_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>800<\/span>,<\/span> 694<\/span>],<\/span> pad_if_needed<\/span>=<\/span>True<\/span>)<\/span>\n)<\/span>\n\ns400_494pinTrue_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>400<\/span>,<\/span> 494<\/span>],<\/span> pad_if_needed<\/span>=<\/span>True<\/span>)<\/span>\n)<\/span>\n\ns600_294pinTrue_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>600<\/span>,<\/span> 294<\/span>],<\/span> pad_if_needed<\/span>=<\/span>True<\/span>)<\/span>\n)<\/span>\n\ns600_494pinFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>600<\/span>,<\/span> 494<\/span>],<\/span> pad_if_needed<\/span>=<\/span>False<\/span>)<\/span>\n)<\/span>\n\ns700_594pinFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> pad_if_needed<\/span>=<\/span>False<\/span>)<\/span>\n)<\/span>\n\ns800_694pinFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>800<\/span>,<\/span> 694<\/span>],<\/span> pad_if_needed<\/span>=<\/span>False<\/span>)<\/span>\n)<\/span>\n\ns400_494pinFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>400<\/span>,<\/span> 494<\/span>],<\/span> pad_if_needed<\/span>=<\/span>False<\/span>)<\/span>\n)<\/span>\n\ns600_294pinFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>600<\/span>,<\/span> 294<\/span>],<\/span> pad_if_needed<\/span>=<\/span>False<\/span>)<\/span>\n)<\/span>\n\ns700_594p100origin_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> pad_if_needed<\/span>=<\/span>100<\/span>)<\/span>\n)<\/span>\n\ns800_694p100pinTrue_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>800<\/span>,<\/span> 694<\/span>],<\/span> padding<\/span>=<\/span>100<\/span>,<\/span> pad_if_needed<\/span>=<\/span>True<\/span>)<\/span>\n)<\/span>\n\ns900_794p100pinTrue_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>900<\/span>,<\/span> 794<\/span>],<\/span> padding<\/span>=<\/span>100<\/span>,<\/span> pad_if_needed<\/span>=<\/span>True<\/span>)<\/span>\n)<\/span>\n\ns1000_894p100pinTrue_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span> # `p` is padding.\n<\/span>    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>1000<\/span>,<\/span> 894<\/span>],<\/span> padding<\/span>=<\/span>100<\/span>,<\/span> pad_if_needed<\/span>=<\/span>True<\/span>)<\/span>\n)<\/span>\n\ns600_694p100pinTrue_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>600<\/span>,<\/span> 694<\/span>],<\/span> padding<\/span>=<\/span>100<\/span>,<\/span> pad_if_needed<\/span>=<\/span>True<\/span>)<\/span>\n)<\/span>\n\ns800_494p100pinTrue_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>800<\/span>,<\/span> 494<\/span>],<\/span> padding<\/span>=<\/span>100<\/span>,<\/span> pad_if_needed<\/span>=<\/span>True<\/span>)<\/span>\n)<\/span>\n\ns800_694p100pinFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>800<\/span>,<\/span> 694<\/span>],<\/span> padding<\/span>=<\/span>100<\/span>,<\/span> pad_if_needed<\/span>=<\/span>False<\/span>)<\/span>\n)<\/span>\n\ns900_794p100pinFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>900<\/span>,<\/span> 794<\/span>],<\/span> padding<\/span>=<\/span>100<\/span>,<\/span> pad_if_needed<\/span>=<\/span>False<\/span>)<\/span>\n)<\/span>\n\ns1000_894p100pinFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>1000<\/span>,<\/span> 894<\/span>],<\/span> padding<\/span>=<\/span>100<\/span>,<\/span> pad_if_needed<\/span>=<\/span>False<\/span>)<\/span>\n)<\/span>\n\ns600_694p100pinFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>600<\/span>,<\/span> 694<\/span>],<\/span> padding<\/span>=<\/span>100<\/span>,<\/span> pad_if_needed<\/span>=<\/span>False<\/span>)<\/span>\n)<\/span>\n\ns800_494p100pinFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>800<\/span>,<\/span> 494<\/span>],<\/span> padding<\/span>=<\/span>100<\/span>,<\/span> pad_if_needed<\/span>=<\/span>False<\/span>)<\/span>\n)<\/span>\n\ns400_294pn50origin_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span> # `n` is negative.\n<\/span>    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>400<\/span>,<\/span> 294<\/span>],<\/span> padding<\/span>=-<\/span>50<\/span>)<\/span>\n)<\/span>\n\ns500_394pn50pinTrue_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>500<\/span>,<\/span> 394<\/span>],<\/span> padding<\/span>=-<\/span>50<\/span>,<\/span> pad_if_needed<\/span>=<\/span>True<\/span>)<\/span>\n)<\/span>\n\ns600_494pn50pinTrue_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>600<\/span>,<\/span> 494<\/span>],<\/span> padding<\/span>=-<\/span>50<\/span>,<\/span> pad_if_needed<\/span>=<\/span>True<\/span>)<\/span>\n)<\/span>\n\ns700_594pn50pinTrue_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> padding<\/span>=-<\/span>50<\/span>,<\/span> pad_if_needed<\/span>=<\/span>True<\/span>)<\/span>\n)<\/span>\n\ns350_444pn50pinTrue_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>350<\/span>,<\/span> 444<\/span>],<\/span> padding<\/span>=-<\/span>50<\/span>,<\/span> pad_if_needed<\/span>=<\/span>True<\/span>)<\/span>\n)<\/span>\n\ns450_244pn50pinTrue_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>450<\/span>,<\/span> 244<\/span>],<\/span> padding<\/span>=-<\/span>50<\/span>,<\/span> pad_if_needed<\/span>=<\/span>True<\/span>)<\/span>\n)<\/span>\n\ns500_394pn50pinFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>500<\/span>,<\/span> 394<\/span>],<\/span> padding<\/span>=-<\/span>50<\/span>,<\/span> pad_if_needed<\/span>=<\/span>False<\/span>)<\/span>\n)<\/span>\n\ns600_494pn50pinFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>600<\/span>,<\/span> 494<\/span>],<\/span> padding<\/span>=-<\/span>50<\/span>,<\/span> pad_if_needed<\/span>=<\/span>False<\/span>)<\/span>\n)<\/span>\n\ns700_594pn50pinFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> padding<\/span>=-<\/span>50<\/span>,<\/span> pad_if_needed<\/span>=<\/span>False<\/span>)<\/span>\n)<\/span>\n\ns350_444pn50pinFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>350<\/span>,<\/span> 444<\/span>],<\/span> padding<\/span>=-<\/span>50<\/span>,<\/span> pad_if_needed<\/span>=<\/span>False<\/span>)<\/span>\n)<\/span>\n\ns450_244pn50pinFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>450<\/span>,<\/span> 244<\/span>],<\/span> padding<\/span>=-<\/span>50<\/span>,<\/span> pad_if_needed<\/span>=<\/span>False<\/span>)<\/span>\n)<\/span>\n\ns700_594p100origin_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> padding<\/span>=<\/span>100<\/span>)<\/span>\n)<\/span>\n\ns700_594p50pinTrue_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> padding<\/span>=<\/span>50<\/span>,<\/span> pad_if_needed<\/span>=<\/span>True<\/span>)<\/span>\n)<\/span>\n\ns700_594p0pinTrue_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> padding<\/span>=<\/span>0<\/span>,<\/span> pad_if_needed<\/span>=<\/span>True<\/span>)<\/span>\n)<\/span>\n\ns700_594pn50pinTrue_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> padding<\/span>=-<\/span>50<\/span>,<\/span> pad_if_needed<\/span>=<\/span>True<\/span>)<\/span>\n)<\/span>\n\ns700_594pn100pinTrue_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> padding<\/span>=-<\/span>100<\/span>,<\/span> pad_if_needed<\/span>=<\/span>True<\/span>)<\/span>\n)<\/span>\n\ns700_594p50pinFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> padding<\/span>=<\/span>50<\/span>,<\/span> pad_if_needed<\/span>=<\/span>False<\/span>)<\/span>\n)<\/span>\n\ns700_594p0pinFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> padding<\/span>=<\/span>0<\/span>,<\/span> pad_if_needed<\/span>=<\/span>False<\/span>)<\/span>\n)<\/span>\n\ns700_594pn50pinFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> padding<\/span>=-<\/span>50<\/span>,<\/span> pad_if_needed<\/span>=<\/span>False<\/span>)<\/span>\n)<\/span>\n\ns700_594pn100pinFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> padding<\/span>=-<\/span>100<\/span>,<\/span> pad_if_needed<\/span>=<\/span>False<\/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> 5.5<\/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> in<\/span> range<\/span>(<\/span>1<\/span>,<\/span> 6<\/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>data<\/span>[<\/span>0<\/span>][<\/span>0<\/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>s500_394origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s500_394origin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s600_494pinTrue_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s600_494pinTrue_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s700_594pinTrue_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s700_594pinTrue_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s800_694pinTrue_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s800_694pinTrue_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s400_494pinTrue_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s400_494pinTrue_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s600_294pinTrue_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s600_294pinTrue_data<\/span>\"<\/span>)<\/span>\n# show_images1(data=s600_494pinFalse_data,\n#              main_title=\"s600_494pinFalse_data\") # Error\n# show_images1(data=s700_594pinFalse_data, \n#              main_title=\"s700_594pinFalse_data\") # Error\n# show_images1(data=s800_694pinFalse_data,\n#              main_title=\"s800_694pinFalse_data\") # Error\n# show_images1(data=s400_494pinFalse_data, \n#              main_title=\"s400_494pinFalse_data\") # Error\n# show_images1(data=s600_294pinFalse_data,\n#              main_title=\"s600_294pinFalse_data\") # Error\n<\/span>print<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s700_594p100origin_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s700_594p100origin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s800_694p100pinTrue_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s800_694p100pinTrue_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s900_794p100pinTrue_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s900_794p100pinTrue_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s1000_894p100pinTrue_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s1000_894p100pinTrue_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s600_694p100pinTrue_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s600_694p100pinTrue_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s800_494p100pinTrue_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s800_494p100pinTrue_data<\/span>\"<\/span>)<\/span>\n# show_images1(data=s800_694p100pinFalse_data, \n#              main_title=\"s800_694p100pinFalse_data\") # Error\n# show_images1(data=s900_794p100pinFalse_data,\n#              main_title=\"s900_794p100pinFalse_data\") # Error\n# show_images1(data=s1000_894p100pinFalse_data,\n#              main_title=\"s1000_894p100pinFalse_data\") # Error\n# show_images1(data=s600_694p100pinFalse_data, \n#              main_title=\"s600_694p100pinFalse_data\") # Error\n# show_images1(data=s800_494p100pinFalse_data, \n#              main_title=\"s800_494p100pinFalse_data\") # Error\n<\/span>print<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s400_294pn50origin_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s400_294pn50origin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s500_394pn50pinTrue_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s500_394pn50pinTrue_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s600_494pn50pinTrue_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s600_494pn50pinTrue_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s700_594pn50pinTrue_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s700_594pn50pinTrue_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s350_444pn50pinTrue_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s350_444pn50pinTrue_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s450_244pn50pinTrue_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s450_244pn50pinTrue_data<\/span>\"<\/span>)<\/span>\n# show_images1(data=s500_394pn50pinFalse_data, \n#              main_title=\"s500_394pn50pinFalse_data\") # Error\n# show_images1(data=s600_494pn50pinFalse_data, \n#              main_title=\"s600_494pn50pinFalse_data\") # Error\n# show_images1(data=s700_594pn50pinFalse_data, \n#              main_title=\"s700_594pn50pinFalse_data\") # Error\n# show_images1(data=s350_444pn50pinFalse_data, \n#              main_title=\"s350_444pn50pinFalse_data\") # Error\n# show_images1(data=s450_244pn50pinFalse_data, \n#              main_title=\"s450_244pn50pinFalse_data\") # Error\n<\/span>print<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s700_594p100origin_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s700_594p100origin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s700_594p50pinTrue_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s700_594p50pinTrue_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s700_594p0pinTrue_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s700_594p0pinTrue_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s700_594pn50pinTrue_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s700_594pn50pinTrue_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s700_594pn100pinTrue_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s700_594pn100pinTrue_data<\/span>\"<\/span>)<\/span>\n# show_images1(data=s700_594p50pinFalse_data,\n#              main_title=\"s700_594p50pinFalse_data\") # Error\n# show_images1(data=s700_594p0pinFalse_data,\n#              main_title=\"s700_594p0pinFalse_data\") # Error\n# show_images1(data=s700_594pn50pinFalse_data,\n#              main_title=\"s700_594pn50pinFalse_data\") # Error\n# show_images1(data=s700_594pn100pinFalse_data,\n#              main_title=\"s700_594pn100pinFalse_data\") # Error\n<\/span>\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> s<\/span>=<\/span>None<\/span>,<\/span> p<\/span>=<\/span>None<\/span>,<\/span>\n                 pin<\/span>=<\/span>False<\/span>,<\/span> f<\/span>=<\/span>0<\/span>,<\/span> pm<\/span>=<\/span>'<\/span>constant<\/span>'<\/span>):<\/span>\n    plt<\/span>.<\/span>figure<\/span>(<\/span>figsize<\/span>=<\/span>[<\/span>10<\/span>,<\/span> 5.5<\/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    temp_s<\/span> =<\/span> s<\/span>\n    im<\/span> =<\/span> data<\/span>[<\/span>0<\/span>][<\/span>0<\/span>]<\/span>\n    for<\/span> i<\/span> in<\/span> range<\/span>(<\/span>1<\/span>,<\/span> 6<\/span>):<\/span>\n        plt<\/span>.<\/span>subplot<\/span>(<\/span>1<\/span>,<\/span> 5<\/span>,<\/span> i<\/span>)<\/span>\n        if<\/span> not<\/span> temp_s<\/span>:<\/span>\n            s<\/span> =<\/span> [<\/span>im<\/span>.<\/span>size<\/span>[<\/span>1<\/span>],<\/span> im<\/span>.<\/span>size<\/span>[<\/span>0<\/span>]]<\/span>\n        rc<\/span> =<\/span> RandomCrop<\/span>(<\/span>size<\/span>=<\/span>s<\/span>,<\/span> padding<\/span>=<\/span>p<\/span>,<\/span> # Here\n<\/span>                        pad_if_needed<\/span>=<\/span>pin<\/span>,<\/span> fill<\/span>=<\/span>f<\/span>,<\/span> padding_mode<\/span>=<\/span>pm<\/span>)<\/span>\n        plt<\/span>.<\/span>imshow<\/span>(<\/span>X<\/span>=<\/span>rc<\/span>(<\/span>im<\/span>))<\/span> # Here\n<\/span>    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>s500_394origin_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>500<\/span>,<\/span> 394<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s600_494pinTrue_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>600<\/span>,<\/span> 494<\/span>],<\/span> pin<\/span>=<\/span>True<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s700_594pinTrue_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> pin<\/span>=<\/span>True<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s800_694pinTrue_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>800<\/span>,<\/span> 694<\/span>],<\/span> pin<\/span>=<\/span>True<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s400_494pinTrue_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>400<\/span>,<\/span> 494<\/span>],<\/span> pin<\/span>=<\/span>True<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s600_294pinTrue_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>600<\/span>,<\/span> 294<\/span>],<\/span> pin<\/span>=<\/span>True<\/span>)<\/span>\n# show_images2(data=origin_data, main_title=\"s600_494pinFalse_data\",\n#              s=[600, 494], pin=False) # Error\n# show_images2(data=origin_data, main_title=\"s700_594pinFalse_data\",\n#              s=[700, 594], pin=False) # Error\n# show_images2(data=origin_data, main_title=\"s800_694pinFalse_data\",\n#              s=[800, 694], pin=False) # Error\n# show_images2(data=origin_data, main_title=\"s400_494pinFalse_data\",\n#              s=[400, 494], pin=False) # Error\n# show_images2(data=origin_data, main_title=\"s600_294pinFalse_data\",\n#              s=[600, 294], pin=False) # Error\n<\/span>print<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s700_594p100origin_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> p<\/span>=<\/span>100<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s800_694p100pinTrue_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>800<\/span>,<\/span> 694<\/span>],<\/span> p<\/span>=<\/span>100<\/span>,<\/span> pin<\/span>=<\/span>True<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s900_794p100pinTrue_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>900<\/span>,<\/span> 794<\/span>],<\/span> p<\/span>=<\/span>100<\/span>,<\/span> pin<\/span>=<\/span>True<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s1000_894p100pinTrue_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>1000<\/span>,<\/span> 894<\/span>],<\/span> p<\/span>=<\/span>100<\/span>,<\/span> pin<\/span>=<\/span>True<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s600_694p100pinTrue_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>600<\/span>,<\/span> 694<\/span>],<\/span> p<\/span>=<\/span>100<\/span>,<\/span> pin<\/span>=<\/span>True<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s800_494p100pinTrue_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>800<\/span>,<\/span> 494<\/span>],<\/span> p<\/span>=<\/span>100<\/span>,<\/span> pin<\/span>=<\/span>True<\/span>)<\/span>\n# show_images2(data=origin_data, main_title=\"s800_694p100pinFalse_data\",\n#              s=[800, 694], p=100, pin=False) # Error\n# show_images2(data=origin_data, main_title=\"s900_794p100pinFalse_data\",\n#              s=[900, 794], p=100, pin=False) # Error\n# show_images2(data=origin_data, main_title=\"s1000_894p100pinFalse_data\",\n#              s=[1000, 894], p=100, pin=False) # Error\n# show_images2(data=origin_data, main_title=\"s600_694p100pinFalse_data\",\n#              s=[600, 694], p=100, pin=False) # Error\n# show_images2(data=origin_data, main_title=\"s800_494p100pinFalse_data\",\n#              s=[800, 494], p=100, pin=False) # Error\n<\/span>print<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s400_294pn50origin_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>400<\/span>,<\/span> 294<\/span>],<\/span> p<\/span>=-<\/span>50<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s500_394pn50pinTrue_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>500<\/span>,<\/span> 394<\/span>],<\/span> p<\/span>=-<\/span>50<\/span>,<\/span> pin<\/span>=<\/span>True<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s600_494pn50pinTrue_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>600<\/span>,<\/span> 494<\/span>],<\/span> p<\/span>=-<\/span>50<\/span>,<\/span> pin<\/span>=<\/span>True<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s700_594pn50pinTrue_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> p<\/span>=-<\/span>50<\/span>,<\/span> pin<\/span>=<\/span>True<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s350_444pn50pinTrue_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>350<\/span>,<\/span> 444<\/span>],<\/span> p<\/span>=-<\/span>50<\/span>,<\/span> pin<\/span>=<\/span>True<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s450_244pn50pinTrue_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>450<\/span>,<\/span> 244<\/span>],<\/span> p<\/span>=-<\/span>50<\/span>,<\/span> pin<\/span>=<\/span>True<\/span>)<\/span>\n# show_images2(data=origin_data, main_title=\"s500_394pn50pinFalse_data\",\n#              s=[500, 394], p=-50, pin=False) # Error\n# show_images2(data=origin_data, main_title=\"s600_494pn50pinFalse_data\",\n#              s=[600, 494], p=-50, pin=False) # Error\n# show_images2(data=origin_data, main_title=\"s700_594pn50pinFalse_data\",\n#              s=[700, 594], p=-50, pin=False) # Error\n# show_images2(data=origin_data, main_title=\"s350_444pn50pinFalse_data\",\n#              s=[350, 444], p=-50, pin=False) # Error\n# show_images2(data=origin_data, main_title=\"s450_244pn50pinFalse_data\",\n#              s=[450, 244], p=-50, pin=False) # Error\n<\/span>print<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s700_594p100origin_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> p<\/span>=<\/span>100<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s700_594p50pinTrue_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> p<\/span>=<\/span>50<\/span>,<\/span> pin<\/span>=<\/span>True<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s700_594p0pinTrue_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> p<\/span>=<\/span>0<\/span>,<\/span> pin<\/span>=<\/span>True<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s700_594pn50pinTrue_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> p<\/span>=-<\/span>50<\/span>,<\/span> pin<\/span>=<\/span>True<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s700_594pn100pinTrue_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> p<\/span>=-<\/span>100<\/span>,<\/span> pin<\/span>=<\/span>True<\/span>)<\/span>\n# show_images2(data=origin_data, main_title=\"s700_594p50pinFalse_data\",\n#              s=[700, 594], p=50, pin=False) # Error\n# show_images2(data=origin_data, main_title=\"s700_594p0pinFalse_data\",\n#              s=[700, 594], p=0, pin=False) # Error\n# show_images2(data=origin_data, main_title=\"s700_594pn50pinFalse_data\",\n#              s=[700, 594], p=-50, pin=False) # Error\n# show_images2(data=origin_data, main_title=\"s700_594pn100pinFalse_data\",\n#              s=[700, 594], p=-100, pin=False) # Error\n<\/span><\/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":"
from torchvision.datasets import OxfordIIITPet from torchvision.transforms.v2 import RandomCrop origin_data = OxfordIIITPet( root=”data”, transform=None ) s500_394origin_data = OxfordIIITPet( # `s` is size. root=”data”, transform=RandomCrop(size=[500, 394]) ) s600_494pinTrue_data = OxfordIIITPet( # `pin` is pad_if_needed. root=”data”, transform=RandomCrop(size=[600, 494], pad_if_needed=True) ) s700_594pinTrue_data = OxfordIIITPet( root=”data”, transform=RandomCrop(size=[700, 594], pad_if_needed=True) ) s800_694pinTrue_data = OxfordIIITPet( root=”data”, transform=RandomCrop(size=[800, 694], pad_if_needed=True) ) s400_494pinTrue_data = …<\/p>\n","protected":false},"author":2,"featured_media":96661,"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-96660","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\/96660","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=96660"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/96660\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/96661"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=96660"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=96660"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=96660"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}