{"id":2999,"date":"2024-03-13T18:03:46","date_gmt":"2024-03-13T09:03:46","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/torch%e3%81%a7%e3%83%87%e3%83%bc%e3%82%bf%e3%82%92%e3%81%a9%e3%81%ae%e3%82%88%e3%81%86%e3%81%ab%e5%89%8d%e5%87%a6%e7%90%86%e3%81%97%e3%81%be%e3%81%99%e3%81%8b%ef%bc%9f\/"},"modified":"2025-08-02T10:53:39","modified_gmt":"2025-08-02T01:53:39","slug":"torch%e3%81%a7%e3%83%87%e3%83%bc%e3%82%bf%e3%82%92%e3%81%a9%e3%81%ae%e3%82%88%e3%81%86%e3%81%ab%e5%89%8d%e5%87%a6%e7%90%86%e3%81%97%e3%81%be%e3%81%99%e3%81%8b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/torch%e3%81%a7%e3%83%87%e3%83%bc%e3%82%bf%e3%82%92%e3%81%a9%e3%81%ae%e3%82%88%e3%81%86%e3%81%ab%e5%89%8d%e5%87%a6%e7%90%86%e3%81%97%e3%81%be%e3%81%99%e3%81%8b%ef%bc%9f\/","title":{"rendered":"Torch\u3067\u30c7\u30fc\u30bf\u3092\u3069\u306e\u3088\u3046\u306b\u524d\u51e6\u7406\u3057\u307e\u3059\u304b\uff1f"},"content":{"rendered":"

Torch\u5185\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u306btorchvision.transforms\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u64cd\u4f5c\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3082\u306e\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n

    \n
  1. \u5909\u5f62\u30b5\u30a4\u30ba<\/li>\n
  2. \u4e2d\u592e\u3092\u4e2d\u5fc3\u306b\u5207\u308a\u53d6\u308b<\/li>\n
  3. \u30e9\u30f3\u30c0\u30e0\u306b\u6c34\u5e73\u65b9\u5411\u306b\u53cd\u8ee2\u3059\u308btransforms.RandomHorizontalFlip<\/li>\n
  4. \u30e9\u30f3\u30c0\u30e0\u306b\u56de\u8ee2\u3092\u884c\u3046transforms.RandomRotation<\/li>\n
  5. \u767d\u9ed2\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/li>\n
  6. transforms.Normalize\u3092\u4f7f\u3046<\/li>\n
  7. transforms.ToTensor \u3092\u5229\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<\/ol>\n

    \u4ee5\u4e0b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u306btransforms\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3059\u4f8b\u3067\u3059\u3002<\/p>\n

    import<\/span> torchvision.transforms as<\/span> transforms\r\n\r\n# \u5b9a\u4e49\u9884\u5904\u7406\u64cd\u4f5c<\/span>\r\ndata_transform = transforms.Compose([\r\n    transforms.Resize(256<\/span>),  # \u5c06\u56fe\u7247\u7f29\u653e\u4e3a 256x256<\/span>\r\n    transforms.CenterCrop(224<\/span>),  # \u5c06\u56fe\u7247\u88c1\u526a\u4e3a 224x224<\/span>\r\n    transforms.RandomHorizontalFlip(),  # \u968f\u673a\u6c34\u5e73\u7ffb\u8f6c\u56fe\u7247<\/span>\r\n    transforms.ToTensor(),  # \u5c06\u56fe\u7247\u8f6c\u6362\u4e3a\u5f20\u91cf<\/span>\r\n    transforms.Normalize(mean=[0.485<\/span>, 0.456<\/span>, 0.406<\/span>], std=[0.229<\/span>, 0.224<\/span>, 0.225<\/span>])  # \u5f52\u4e00\u5316\u56fe\u7247\u50cf\u7d20\u503c<\/span>\r\n])\r\n\r\n# \u52a0\u8f7d\u6570\u636e\u96c6\u5e76\u5e94\u7528\u9884\u5904\u7406\u64cd\u4f5c<\/span>\r\ntrain_dataset = torchvision.datasets.ImageFolder(root='path\/to\/train\/data'<\/span>, transform=data_transform)\r\n<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"
    Torch\u5185\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u306btorchvision.transforms\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u64cd\u4f5c\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3082\u306e\u304c\u542b\u307e\u308c\u307e\u3059\u3002 \u5909\u5f62\u30b5\u30a4\u30ba \u4e2d\u592e\u3092\u4e2d\u5fc3\u306b\u5207\u308a\u53d6\u308b \u30e9\u30f3\u30c0\u30e0\u306b\u6c34\u5e73\u65b9 […]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[26,61],"class_list":["post-2999","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-26","tag-61"],"yoast_head":"\nTorch\u3067\u30c7\u30fc\u30bf\u3092\u3069\u306e\u3088\u3046\u306b\u524d\u51e6\u7406\u3057\u307e\u3059\u304b\uff1f - Blog - 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