{"id":96654,"date":"2025-02-09T04:02:36","date_gmt":"2025-02-09T00:32:36","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/randomcrop-in-pytorch-2-n9e\/"},"modified":"2025-02-09T04:02:36","modified_gmt":"2025-02-09T00:32:36","slug":"randomcrop-in-pytorch-2-n9e","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/randomcrop-in-pytorch-2-n9e\/","title":{"rendered":"RandomCrop \u062f\u0631 Pytorch (2) – 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\ns300p100_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span> # `s` is size and `p` is padding.\n<\/span>    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>RandomCrop<\/span>(<\/span>size<\/span>=<\/span>300<\/span>,<\/span> padding<\/span>=<\/span>100<\/span>)<\/span>\n    # transform=RandomCrop(size=300, padding=[100, 100])\n<\/span>    # transform=RandomCrop(size=300, padding=[100, 100, 100, 100])\n<\/span>)<\/span>\n\ns300p200_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>300<\/span>,<\/span> padding<\/span>=<\/span>200<\/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\ns300p100_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>300<\/span>,<\/span> padding<\/span>=<\/span>100<\/span>)<\/span>\n)<\/span>\n\ns600_594p100_50origin_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> 594<\/span>],<\/span> padding<\/span>=<\/span>[<\/span>100<\/span>,<\/span> 50<\/span>])<\/span>\n)<\/span>\n\ns300p100_50_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>300<\/span>,<\/span> padding<\/span>=<\/span>[<\/span>100<\/span>,<\/span> 50<\/span>])<\/span>\n)<\/span>\n\ns650_494p25_50_75_100origin_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>650<\/span>,<\/span> 494<\/span>],<\/span> padding<\/span>=<\/span>[<\/span>25<\/span>,<\/span> 50<\/span>,<\/span> 75<\/span>,<\/span> 100<\/span>])<\/span>\n)<\/span>\n\ns300p25_50_75_100_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>300<\/span>,<\/span> padding<\/span>=<\/span>[<\/span>25<\/span>,<\/span> 50<\/span>,<\/span> 75<\/span>,<\/span> 100<\/span>])<\/span>\n)<\/span>\n\ns300_194pn100origin_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>300<\/span>,<\/span> 194<\/span>],<\/span> padding<\/span>=-<\/span>100<\/span>)<\/span>\n)<\/span>\n\ns150pn100_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>150<\/span>,<\/span> padding<\/span>=-<\/span>100<\/span>)<\/span>\n)<\/span>\n\ns300_294pn50n100origin_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>300<\/span>,<\/span> 294<\/span>],<\/span> padding<\/span>=<\/span>[<\/span>-<\/span>50<\/span>,<\/span> -<\/span>100<\/span>])<\/span>\n)<\/span>\n\ns150pn50n100_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>150<\/span>,<\/span> padding<\/span>=<\/span>[<\/span>-<\/span>50<\/span>,<\/span> -<\/span>100<\/span>])<\/span>\n)<\/span>\n\ns350_294pn25n50n75n100origin_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> 294<\/span>],<\/span> padding<\/span>=<\/span>[<\/span>-<\/span>25<\/span>,<\/span> -<\/span>50<\/span>,<\/span> -<\/span>75<\/span>,<\/span> -<\/span>100<\/span>])<\/span>\n)<\/span>\n\ns150pn25n50n75n100_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>150<\/span>,<\/span> padding<\/span>=<\/span>[<\/span>-<\/span>25<\/span>,<\/span> -<\/span>50<\/span>,<\/span> -<\/span>75<\/span>,<\/span> -<\/span>100<\/span>])<\/span>\n)<\/span>\n\ns600_444p25_50origin_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> 444<\/span>],<\/span> padding<\/span>=<\/span>[<\/span>25<\/span>,<\/span> 50<\/span>])<\/span>\n)<\/span>\n\ns200p25_50_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>200<\/span>,<\/span> padding<\/span>=<\/span>[<\/span>25<\/span>,<\/span> 50<\/span>])<\/span>\n)<\/span>\n\ns400_344pn25n50origin_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> 344<\/span>],<\/span> padding<\/span>=<\/span>[<\/span>-<\/span>25<\/span>,<\/span> -<\/span>50<\/span>])<\/span>\n)<\/span>\n\ns200pn25n50_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>200<\/span>,<\/span> padding<\/span>=<\/span>[<\/span>-<\/span>25<\/span>,<\/span> -<\/span>50<\/span>])<\/span>\n)<\/span>\n\ns400_444p25n50origin_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> 444<\/span>],<\/span> padding<\/span>=<\/span>[<\/span>25<\/span>,<\/span> -<\/span>50<\/span>])<\/span>\n)<\/span>\n\ns200p25n50_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>200<\/span>,<\/span> padding<\/span>=<\/span>[<\/span>25<\/span>,<\/span> -<\/span>50<\/span>])<\/span>\n)<\/span>\n\ns600_344pn25_50origin_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> 344<\/span>],<\/span> padding<\/span>=<\/span>[<\/span>-<\/span>25<\/span>,<\/span> 50<\/span>])<\/span>\n)<\/span>\n\ns200pn25_50_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>200<\/span>,<\/span> padding<\/span>=<\/span>[<\/span>-<\/span>25<\/span>,<\/span> 50<\/span>])<\/span>\n)<\/span>\n\ns700_594p100fgrayorigin_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span> # `f` is fill.\n<\/span>    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> fill<\/span>=<\/span>150<\/span>)<\/span>\n    # transform=RandomCrop(size=[700, 594], padding=100, fill=[150])\n<\/span>)<\/span>\n\ns300p100fgray_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>300<\/span>,<\/span> padding<\/span>=<\/span>100<\/span>,<\/span> fill<\/span>=<\/span>150<\/span>)<\/span>\n)<\/span>\n\ns700_594p100fpurpleorigin_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> fill<\/span>=<\/span>[<\/span>160<\/span>,<\/span> 32<\/span>,<\/span> 240<\/span>])<\/span>\n)<\/span>\n\ns300p100fpurple_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>300<\/span>,<\/span> padding<\/span>=<\/span>100<\/span>,<\/span> fill<\/span>=<\/span>[<\/span>160<\/span>,<\/span> 32<\/span>,<\/span> 240<\/span>])<\/span>\n)<\/span>\n\ns700_594p100pmconstantorigin_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>\npadding_mode<\/span>=<\/span>'<\/span>constant<\/span>'<\/span>)<\/span>\n    # `pm` is padding_mode.\n<\/span>)<\/span>\n\ns300p100pmconstant_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>300<\/span>,<\/span> padding<\/span>=<\/span>100<\/span>,<\/span> padding_mode<\/span>=<\/span>'<\/span>constant<\/span>'<\/span>)<\/span>\n)<\/span>\n\ns700_594p100pmedgeorigin_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> padding_mode<\/span>=<\/span>'<\/span>edge<\/span>'<\/span>)<\/span>\n)<\/span>\n\ns300p100pmedge_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>300<\/span>,<\/span> padding<\/span>=<\/span>100<\/span>,<\/span> padding_mode<\/span>=<\/span>'<\/span>edge<\/span>'<\/span>)<\/span>\n)<\/span>\n\ns700_594p100pmreflectorigin_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> padding_mode<\/span>=<\/span>'<\/span>reflect<\/span>'<\/span>)<\/span>\n)<\/span>\n\ns300p100pmreflect_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>300<\/span>,<\/span> padding<\/span>=<\/span>100<\/span>,<\/span> padding_mode<\/span>=<\/span>'<\/span>reflect<\/span>'<\/span>)<\/span>\n)<\/span>\n\ns700_594p100pmsymmetricorigin_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                         padding_mode<\/span>=<\/span>'<\/span>symmetric<\/span>'<\/span>)<\/span>\n)<\/span>\n\ns300p100pmsymmetric_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>300<\/span>,<\/span> padding<\/span>=<\/span>100<\/span>,<\/span> padding_mode<\/span>=<\/span>'<\/span>symmetric<\/span>'<\/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> 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>s700_594p100origin_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>s700_594p100origin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s300p100_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s300p100_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s600_594p100_50origin_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>s600_594p100_50origin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s300p100_50_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s300p100_50_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s650_494p25_50_75_100origin_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>s650_494p25_50_75_100origin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s300p25_50_75_100_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s300p25_50_75_100_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s300_194pn100origin_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>s300_194pn100origin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s150pn100_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s150pn100_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s300_294pn50n100origin_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>s300_294pn50n100origin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s150pn50n100_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s150pn50n100_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s350_294pn25n50n75n100origin_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>s350_294pn25n50n75n100origin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s150pn25n50n75n100_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s150pn25n50n75n100_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s600_444p25_50origin_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>s600_444p25_50origin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s200p25_50_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s200p25_50_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s400_344pn25n50origin_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>s400_344pn25n50origin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s200pn25n50_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s200pn25n50_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s400_444p25n50origin_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>s400_444p25n50origin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s200p25n50_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s200p25n50_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s600_344pn25_50origin_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>s600_344pn25_50origin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s200pn25_50_data<\/span>,<\/span> \n             main_title<\/span>=<\/span>\"<\/span>s200pn25_50_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s700_594p100fgrayorigin_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>s700_594p100fgrayorigin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s300p100fgray_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s300p100fgray_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s700_594p100fpurpleorigin_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>s700_594p100fpurpleorigin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s300p100fpurple_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s300p100fpurple_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s700_594p100pmconstantorigin_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>s700_594p100pmconstantorigin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s300p100pmconstant_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>s300p100pmconstant_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s700_594p100pmedgeorigin_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>s700_594p100pmedgeorigin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s300p100pmedge_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s300p100pmedge_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s700_594p100pmreflectorigin_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>s700_594p100pmreflectorigin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s300p100pmreflect_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s300p100pmreflect_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s700_594p100pmsymmetricorigin_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>s700_594p100pmsymmetricorigin_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s300p100pmsymmetric_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>s300p100pmsymmetric_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> 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<\/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>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>s300p100_data<\/span>\"<\/span>,<\/span> s<\/span>=<\/span>300<\/span>,<\/span> p<\/span>=<\/span>100<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s600_594p100_50origin_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>600<\/span>,<\/span> 594<\/span>],<\/span> p<\/span>=<\/span>[<\/span>100<\/span>,<\/span> 50<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s300p100_50_data<\/span>\"<\/span>,<\/span> s<\/span>=<\/span>300<\/span>,<\/span>\n             p<\/span>=<\/span>[<\/span>100<\/span>,<\/span> 50<\/span>])<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s650_494p25_50_75_100origin_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>650<\/span>,<\/span> 494<\/span>],<\/span> p<\/span>=<\/span>[<\/span>25<\/span>,<\/span> 50<\/span>,<\/span> 75<\/span>,<\/span> 100<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s300p25_50_75_100_data<\/span>\"<\/span>,<\/span> s<\/span>=<\/span>300<\/span>,<\/span> \n             p<\/span>=<\/span>[<\/span>25<\/span>,<\/span> 50<\/span>,<\/span> 75<\/span>,<\/span> 100<\/span>])<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s300_194pn100origin_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>300<\/span>,<\/span> 194<\/span>],<\/span> p<\/span>=-<\/span>100<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s150pn100_data<\/span>\"<\/span>,<\/span> s<\/span>=<\/span>150<\/span>,<\/span> p<\/span>=-<\/span>100<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s300_294pn50n100origin_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>300<\/span>,<\/span> 294<\/span>],<\/span> p<\/span>=<\/span>[<\/span>-<\/span>50<\/span>,<\/span> -<\/span>100<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s150pn50n100_data<\/span>\"<\/span>,<\/span> s<\/span>=<\/span>150<\/span>,<\/span>\n             p<\/span>=<\/span>[<\/span>-<\/span>50<\/span>,<\/span> -<\/span>100<\/span>])<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s350_294pn25n50n75n100origin_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>350<\/span>,<\/span> 294<\/span>],<\/span> p<\/span>=<\/span>[<\/span>-<\/span>25<\/span>,<\/span> -<\/span>50<\/span>,<\/span> -<\/span>75<\/span>,<\/span> -<\/span>100<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s150pn25n50n75n100_data<\/span>\"<\/span>,<\/span> s<\/span>=<\/span>150<\/span>,<\/span>\n             p<\/span>=<\/span>[<\/span>-<\/span>25<\/span>,<\/span> -<\/span>50<\/span>,<\/span> -<\/span>75<\/span>,<\/span> -<\/span>100<\/span>])<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s600_444p25_50origin_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>600<\/span>,<\/span> 444<\/span>],<\/span> p<\/span>=<\/span>[<\/span>25<\/span>,<\/span> 50<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s200p25_50_data<\/span>\"<\/span>,<\/span> s<\/span>=<\/span>200<\/span>,<\/span>\n             p<\/span>=<\/span>[<\/span>25<\/span>,<\/span> 50<\/span>])<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s400_344pn25n50origin_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>400<\/span>,<\/span> 344<\/span>],<\/span> p<\/span>=<\/span>[<\/span>-<\/span>25<\/span>,<\/span> -<\/span>50<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s200pn25n50_data<\/span>\"<\/span>,<\/span> s<\/span>=<\/span>200<\/span>,<\/span>\n             p<\/span>=<\/span>[<\/span>-<\/span>25<\/span>,<\/span> -<\/span>50<\/span>])<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s400_444p25n50origin_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>400<\/span>,<\/span> 444<\/span>],<\/span> p<\/span>=<\/span>[<\/span>25<\/span>,<\/span> -<\/span>50<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s200p25n50_data<\/span>\"<\/span>,<\/span> s<\/span>=<\/span>200<\/span>,<\/span>\n             p<\/span>=<\/span>[<\/span>25<\/span>,<\/span> -<\/span>50<\/span>])<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s600_344pn25_50origin_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>600<\/span>,<\/span> 344<\/span>],<\/span> p<\/span>=<\/span>[<\/span>-<\/span>25<\/span>,<\/span> 50<\/span>])<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s200pn25_50_data<\/span>\"<\/span>,<\/span> s<\/span>=<\/span>200<\/span>,<\/span>\n             p<\/span>=<\/span>[<\/span>-<\/span>25<\/span>,<\/span> 50<\/span>])<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s700_594p100fgrayorigin_data<\/span>\"<\/span>,<\/span> \n             s<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> p<\/span>=<\/span>100<\/span>,<\/span> f<\/span>=<\/span>150<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s300p100fgray_data<\/span>\"<\/span>,<\/span> s<\/span>=<\/span>300<\/span>,<\/span>\n             p<\/span>=<\/span>100<\/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>s700_594p100fpurpleorigin_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> p<\/span>=<\/span>100<\/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>s300p100fpurple_data<\/span>\"<\/span>,<\/span> s<\/span>=<\/span>300<\/span>,<\/span>\n             p<\/span>=<\/span>100<\/span>,<\/span> 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>s700_594p100pmconstantorigin_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> p<\/span>=<\/span>100<\/span>,<\/span> pm<\/span>=<\/span>'<\/span>constant<\/span>'<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s300p100pmconstant_data<\/span>\"<\/span>,<\/span> s<\/span>=<\/span>300<\/span>,<\/span> \n             p<\/span>=<\/span>100<\/span>,<\/span> pm<\/span>=<\/span>'<\/span>constant<\/span>'<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s700_594p100pmedgeorigin_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> p<\/span>=<\/span>100<\/span>,<\/span> pm<\/span>=<\/span>'<\/span>edge<\/span>'<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s300p100pmedge_data<\/span>\"<\/span>,<\/span> s<\/span>=<\/span>300<\/span>,<\/span> \n             p<\/span>=<\/span>100<\/span>,<\/span> pm<\/span>=<\/span>'<\/span>edge<\/span>'<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s700_594p100pmreflectorigin_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> p<\/span>=<\/span>100<\/span>,<\/span> pm<\/span>=<\/span>'<\/span>reflect<\/span>'<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s300p100pmreflect_data<\/span>\"<\/span>,<\/span> s<\/span>=<\/span>300<\/span>,<\/span> \n             p<\/span>=<\/span>100<\/span>,<\/span> pm<\/span>=<\/span>'<\/span>reflect<\/span>'<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s700_594p100pmsymmetricorigin_data<\/span>\"<\/span>,<\/span>\n             s<\/span>=<\/span>[<\/span>700<\/span>,<\/span> 594<\/span>],<\/span> p<\/span>=<\/span>100<\/span>,<\/span> pm<\/span>=<\/span>'<\/span>symmetric<\/span>'<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s300p100pmsymmetric_data<\/span>\"<\/span>,<\/span> s<\/span>=<\/span>300<\/span>,<\/span> \n             p<\/span>=<\/span>100<\/span>,<\/span> pm<\/span>=<\/span>'<\/span>symmetric<\/span>'<\/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":"
from torchvision.datasets import OxfordIIITPet from torchvision.transforms.v2 import RandomCrop origin_data = OxfordIIITPet( root=”data”, transform=None ) s300p100_data = OxfordIIITPet( # `s` is size and `p` is padding. root=”data”, transform=RandomCrop(size=300, padding=100) # transform=RandomCrop(size=300, padding=[100, 100]) # transform=RandomCrop(size=300, padding=[100, 100, 100, 100]) ) s300p200_data = OxfordIIITPet( root=”data”, transform=RandomCrop(size=300, padding=200) ) s700_594p100origin_data = OxfordIIITPet( root=”data”, transform=RandomCrop(size=[700, 594], padding=100) ) s300p100_data …<\/p>\n","protected":false},"author":2,"featured_media":96655,"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-96654","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\/96654","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=96654"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/96654\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/96655"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=96654"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=96654"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=96654"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}