{"id":49398,"date":"2025-09-24T18:47:14","date_gmt":"2025-09-24T10:47:14","guid":{"rendered":"https:\/\/aicats.wiki\/?p=49398"},"modified":"2025-09-24T18:47:14","modified_gmt":"2025-09-24T10:47:14","slug":"swin-transformer-%e6%b7%b1%e5%ba%a6%e8%a7%a3%e6%9e%90%ef%bc%9a2025-%e5%b9%b4%e6%9c%80%e6%96%b0%e9%9b%bb%e8%85%a6%e8%a6%96%e8%a6%ba%e4%bb%bb%e5%8b%99%e5%bf%85%e9%81%b8%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/aicats.wiki\/tw\/2025\/09\/24\/49398-html","title":{"rendered":"Swin Transformer \u6df1\u5ea6\u89e3\u6790\uff1a2025 \u5e74\u6700\u65b0\u96fb\u8166\u8996\u89ba\u4efb\u52d9\u5fc5\u9078\u6a21\u578b\u512a\u52e2\u8a73\u89e3"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Swin Transformer \u4f5c\u70ba\u878d\u5408Transformer \u5c64\u6b21\u5316\u8a2d\u8a08\u8207\u5377\u7a4d\u555f\u767c\u6a5f\u5236\u7684\u5275\u65b0\u67b6\u69cb\uff0c\u5df2\u57282025 \u5e74\u6210\u70ba<a href=\"https:\/\/aicats.wiki\/tw\/2025\/09\/20\/33187-html\/\" title=\"VL\u662f\u4ec0\u9ebc\uff1f 2025\u5e74\u6700\u503c\u5f97\u95dc\u6ce8\u7684AI\u8996\u89ba\u8a9e\u8a00\u6a21\u578b\u6df1\u5ea6\u89e3\u6790\">\u96fb\u8166\u8996\u89ba\u9818\u57df<\/a>\u7684\u4e3b\u529b\u6a21\u578b\u3002\u517c\u5177SOTA \u6027\u80fd\u3001\u5353\u8d8a\u786c\u9ad4\u76f8\u5bb9\u6027\u3001\u591a\u5c3a\u5bf8\u9069\u914d\u80fd\u529b\u4ee5\u53ca\u512a\u826f\u793e\u5340\u751f\u614b\uff0cSwin Transformer \u5728\u5f71\u50cf\u5206\u985e\u3001\u76ee\u6a19\u6aa2\u6e2c\u3001\u8a9e\u610f\u5206\u5272\u7b49\u4efb\u52d9\u4e0a\u53d6\u5f97\u9818\u5148\u8868\u73fe\uff0c\u662f\u79d1\u5b78\u7814\u7a76\u8207\u7522\u696d\u843d\u5730\u4e0d\u53ef\u53d6\u4ee3\u7684\u8996\u89ba\u57fa\u790e\u5de5\u5177\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1878\" height=\"1016\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/09\/image-391.jpg\" alt=\"Image\" class=\"wp-image-49459\"\/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Swin Transformer\uff1a\u70ba\u4f55\u6210\u70baCV \u9818\u57df\u7684\u65b0\u4e00\u4ee3\u4e3b\u529b\u6a21\u578b\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u80cc\u666f\u8207\u767c\u5c55\u7c21\u8ff0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Swin Transformer \u7531\u5fae\u8edf\u7814\u7a76\u9662\u63d0\u51fa\uff0c2021 \u5e74\u9996\u6b21\u4eae\u76f8\uff0c2025 \u5e74\u8fed\u4ee3\u5347\u7d1a\u3002\u5176\u6838\u5fc3\u8a2d\u8a08\u601d\u8def\u70ba\uff1a\u5728\u7e7c\u627fTransformer \u5728\u5168\u5c40\u5efa\u6a21\u80fd\u529b\u7684\u540c\u6642\uff0c\u5f15\u5165\u5c64\u6b21\u5316\u8996\u7a97\u5283\u5206\uff08Shifted Window\uff09\uff0c\u63d0\u5347\u5c40\u90e8\u6355\u6349\u8207\u904b\u7b97\u6548\u7387\uff0c\u6210\u70ba\u65b0\u4e00\u4ee3\u8996\u89ba\u4efb\u52d9\u6a21\u578b\u6a19\u7aff\u3002\u73fe\u5df2\u6574\u5408\u65bcPyTorch\u3001TIMM\u3001HuggingFace \u7b49\u4e3b\u6d41\u6a21\u578b\u5eab\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1881\" height=\"1004\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/09\/image-391-1.jpg\" alt=\"\u5fae\u8edf\u7814\u7a76\u9662\u767c\u8868Swin Transformer \u6a21\u578b\u65b0\u805e\u6216\u67b6\u69cb\u5716\" class=\"wp-image-49464\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/swin-transformer-v2\/?msockid=3496f26b335066763f97e40c32406757\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5fae\u8edf\u7814\u7a76\u9662\u767c\u8868Swin Transformer \u6a21\u578b\u65b0\u805e\u6216\u67b6\u69cb\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Swin Transformer \u67b6\u69cb\u8207\u5275\u65b0\u6280\u8853\u5168\u9762\u89e3\u8b80<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u6a21\u7d44\u7d1a\u5275\u65b0\uff1a\u5c64\u6b21\u5316\u8996\u7a97\u7684\u9769\u547d<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Patch Partition<\/strong>\uff1a\u5f71\u50cf\u5206\u584a\u8f38\u5165\uff0c\u63d0\u5347\u8868\u793a\u9748\u6d3b\u5ea6<\/li>\n\n\n\n<li><strong>Shifted Window Multi-Head Self-Attention (SW-MSA)<\/strong>\uff1a\u8de8\u7a97\u53e3\u4ea4\u4e92\uff0c\u6355\u6349\u66f4\u5ee3\u7fa9<\/li>\n\n\n\n<li><strong>LayerNorm<\/strong>\uff1a\u66ff\u63db\u50b3\u7d71BatchNorm\uff0c\u66f4\u9069\u5408Transformer<\/li>\n\n\n\n<li><strong>MLP Head<\/strong>\uff1a\u64f4\u5c55\u975e\u7dda\u6027\u8868\u9054\u80fd\u529b<\/li>\n\n\n\n<li><strong>GELU \u6fc0\u6d3b<\/strong>\uff1a\u66f4\u512a\u975e\u7dda\u6027<\/li>\n\n\n\n<li><strong>\u9032\u968e\u8cc7\u6599\u589e\u5f37<\/strong>\uff1aMixup\u3001CutMix \u7b49\u6a5f\u5236\u63d0\u5347\u6cdb\u5316<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1850\" height=\"967\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/09\/image-391-3.jpg\" alt=\"\u76f8\u95dc\u8ad6\u6587\u89e3\u6790\" class=\"wp-image-49472\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/openaccess.thecvf.com\/content\/ICCV2021\/papers\/Liu_Swin_Transformer_Hierarchical_Vision_Transformer_Using_Shifted_Windows_ICCV_2021_paper.pdf?utm_source=chatgpt.com\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u76f8\u95dc\u8ad6\u6587\u89e3\u6790<\/a><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u4e2d <strong>Shifted Window<\/strong> \u6a5f\u5236\u6709\u6548\u6e1b\u5c11\u904b\u7b97\u91cf\uff0c\u540c\u6642\u4fdd\u6301\u5168\u57df\u5efa\u6a21\u80fd\u529b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u7d50\u69cb\u968e\u6bb5\u5c0d\u6bd4\u8868<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u968e\u6bb5<\/th><th>\u8f38\u5165\u5c3a\u5bf8<\/th><th>\u4e3b\u8981\u64cd\u4f5c<\/th><th>\u5340\u584a\u6578<\/th><th>\u7279\u8272\u8aaa\u660e<\/th><\/tr><\/thead><tbody><tr><td>Patch Partition<\/td><td>224\u00d7224\u00d73<\/td><td>\u5206\u584a\u5d4c\u5165<\/td><td>1<\/td><td>\u521d\u59cb\u7279\u5fb5\u5207\u5206<\/td><\/tr><tr><td>Stage1<\/td><td>56\u00d756\u00d7C1<\/td><td>Swin Block<\/td><td>N1<\/td><td>\u57fa\u790e\u8996\u7a97\u6ce8\u610f\u529b<\/td><\/tr><tr><td>Stage2<\/td><td>28\u00d728\u00d7C2<\/td><td>Swin Block<\/td><td>N2<\/td><td>\u4e0b\u53d6\u6a23\u00d7 \u8de8\u8996\u7a97<\/td><\/tr><tr><td>Stage3<\/td><td>14\u00d714\u00d7C3<\/td><td>Swin Block<\/td><td>N3<\/td><td>\u66f4\u6df1\u5bec\u5c64\u6b21<\/td><\/tr><tr><td>Stage4<\/td><td>7\u00d77\u00d7C4<\/td><td>Swin Block<\/td><td>N4<\/td><td>\u9ad8\u7d1a\u8a9e\u610f\u7279\u5fb5<\/td><\/tr><tr><td>Head<\/td><td>1\u00d71\u00d7C4<\/td><td>\u5168\u57df\u6c60\u5316, \u5168\u9023\u63a5<\/td><td>1<\/td><td>\u6700\u7d42\u8f38\u51fa<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5c3a\u5ea6\u5f48\u6027\u8207\u76f8\u5bb9\u6027\u5347\u7d1a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Swin Transformer \u63d0\u4f9b <strong>Tiny\/Small\/Base\/Large<\/strong> \u591a\u5c64\u6b21\u898f\u6a21\uff0c\u65e2\u53ef\u8f15\u91cf\u90e8\u7f72\u65bc\u908a\u7de3\u8a2d\u5099\uff0c\u4e5f\u53ef\u652f\u6490\u96f2\u7aef\u5927\u6a21\u578b\u8a13\u7df4\u3002\u786c\u9ad4\u76f8\u5bb9\u6027\u6975\u4f73\uff0c\u5df2\u5728GPU\/TPU\/ASIC \u4e2d\u666e\u904d\u6700\u4f73\u5316\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Swin Transformer \u7279\u8272\u8207\u7af6\u54c1\u6bd4\u8f03\u5206\u6790<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7279\u6027<\/th><th>Swin Transformer<\/th><th>ResNet<\/th><th>ViT<\/th><\/tr><\/thead><tbody><tr><td>\u6838\u5fc3\u64cd\u4f5c<\/td><td>\u8996\u7a97\u6ce8\u610f\u529b<\/td><td>\u5377\u7a4d<\/td><td>\u5168\u5c40\u6ce8\u610f\u529b<\/td><\/tr><tr><td>Patchify<\/td><td>\u662f<\/td><td>\u5426<\/td><td>\u662f<\/td><\/tr><tr><td>\u6a19\u6e96\u5316\u65b9\u5f0f<\/td><td>LayerNorm<\/td><td>BatchNorm<\/td><td>LayerNorm<\/td><\/tr><tr><td>Token\u8655\u7406<\/td><td>Shifted Window<\/td><td>\u5377\u7a4d\u6df7\u5408<\/td><td>\u81ea\u8a3b\u610f\u529b<\/td><\/tr><tr><td>\u786c\u9ad4\u6548\u7387<\/td><td>\u9ad8<\/td><td>\u9ad8<\/td><td>\u4e2d<\/td><\/tr><tr><td>\u53ef\u9077\u79fb\u6027<\/td><td>\u5f3a<\/td><td>\u5f3a<\/td><td>\u5f3a<\/td><\/tr><tr><td>SOTA\u8868\u73fe<\/td><td>\u662f<\/td><td>\u90e8\u5206<\/td><td>\u662f<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Swin Transformer \u5728 <strong>ImageNet\u3001COCO\u3001ADE20K<\/strong> \u7b49\u8cc7\u6599\u96c6\u65ac\u7372SOTA\uff0c\u78ba\u4fdd\u63a8\u7406\u9ad8\u6548\u3002\u4f8b\u5982Swin-L \u5df2\u8d85\u8d8a\u540c\u7d1aViT-L \u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1880\" height=\"1003\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/09\/image-392.png\" alt=\"github Swin transformer\u958b\u6e90\" class=\"wp-image-49476\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/github.com\/microsoft\/Swin-Transformer\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >github Swin transformer\u958b\u6e90<\/a><\/figcaption><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Swin Transformer \u5728\u96fb\u8166\u8996\u89ba\u4efb\u52d9\u7684\u61c9\u7528\u8868\u73fe<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u5f71\u50cf\u5206\u985e<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728ImageNet-1K\/22K \u7b49\u5927\u898f\u6a21\u5206\u985e\u4efb\u52d9\u4e2d\uff0cSwin Transformer \u5927\u5e45\u63d0\u5347Top-1\/Top-5 \u6e96\u78ba\u7387\uff0c\u63a8\u7406\u6548\u7387\u8207\u53ef\u64f4\u5c55\u6027\u517c\u5099\uff0c\u6210\u70ba\u4f01\u696d\u8207\u79d1\u7814\u9996\u9078\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u76ee\u6a19\u5075\u6e2c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 <strong>COCO\u3001VOC<\/strong> \u76ee\u6a19\u5075\u6e2c\u4efb\u52d9\u4e2d\uff0cSwin Transformer \u4f5c\u70ba <strong>Mask R-CNN\u3001Cascade R-CNN\u3001YOLOX<\/strong> \u7684\u9aa8\u5e79\u7db2\u7d61\uff0c\u5be6\u73fe\u7cbe\u5ea6\u8207\u901f\u5ea6\u96d9\u512a\u3002\u5df2\u9069\u914d <strong>MMDetection<\/strong> \u7b49\u4e3b\u6d41\u5e73\u53f0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8a9e\u610f\u5206\u5272\u8207\u91ab\u5b78\u5f71\u50cf<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 <strong>ADE20K\u3001Cityscapes<\/strong> \u7b49\u5206\u5272\u4efb\u52d9\uff0c\u4ee5\u53ca\u91ab\u5b78\u5f71\u50cf\u5834\u666f\u4e2d\uff0cSwin Transformer \u5747\u8868\u73fe\u7a81\u51fa\uff0c\u5c11\u6a23\u672c\u4e0b\u4f9d\u7136\u7a69\u5b9a\uff0c\u5927\u5e45\u964d\u4f4e\u8cc7\u6599\u6a19\u8a3b\u6210\u672c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u81ea\u76e3\u7763\u5b78\u7fd2\u8207\u9077\u79fb\u5b78\u7fd2<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u914d\u5408Swin Block \u7684\u7a97\u53e3\u6ce8\u610f\u529b\u6a5f\u5236\uff0c\u6a21\u578b\u5728\u81ea\u76e3\u7763\u8207\u9077\u79fb\u5b78\u7fd2\u5834\u666f\u4e0b\u5177\u5099\u9ad8\u6548\u8868\u5fb5\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1781\" height=\"979\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/09\/image-393.png\" alt=\"github\u529f\u80fd\u4ecb\u7d39\" class=\"wp-image-49481\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0fgithub\u529f\u80fd\u4ecb\u7d39<\/figcaption><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5de5\u5177\u63a8\u85a6\u8207\u751f\u614b\u652f\u6301<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5de5\u5177\/\u5e73\u53f0<\/th><th>\u529f\u80fd\u8207\u512a\u52e2<\/th><th>\u9069\u914d\u7a0b\u5ea6<\/th><th>\u5b98\u65b9\u9023\u7d50<\/th><\/tr><\/thead><tbody><tr><td>TIMM<\/td><td>\u6700\u5168PyTorch \u9810\u8a13\u7df4\u6a21\u578b\u5eab<\/td><td>100%<\/td><td>\u9023\u7d50<\/td><\/tr><tr><td>torchvision<\/td><td>\u6b63\u5f0f\u5be6\u73fe\u96c6\u6210<\/td><td>100%<\/td><td>\u9023\u7d50<\/td><\/tr><tr><td>MMDetection<\/td><td>\u958b\u6e90\u6aa2\u6e2c\/\u5206\u5272\u5e73\u53f0<\/td><td>95%<\/td><td>\u9023\u7d50<\/td><\/tr><tr><td>HuggingFace Transformers<\/td><td>\u8de8\u5e73\u53f0\u63a8\u7406\/\u670d\u52d9\u652f\u6301<\/td><td>95%<\/td><td>\u9023\u7d50<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1878\" height=\"1011\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/09\/image-391-2.jpg\" alt=\"HuggingFace TIMM \u5c08\u6848\u4ecb\u9762\" class=\"wp-image-49469\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/huggingface.co\/docs\/timm\/index\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >HuggingFace TIMM \u5c08\u6848\u4ecb\u9762<\/a><\/figcaption><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u70ba\u4ec0\u9ebc2025 \u5e74\u8996\u89ba\u61c9\u7528\u4e2dSwin Transformer \u662f\u4e0d\u53ef\u53d6\u4ee3\u9078\u64c7\uff1f<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>SOTA \u6548\u80fd\u8207\u786c\u9ad4\u512a\u5316\u96d9\u8d0f<\/strong><\/li>\n\n\n\n<li><strong>Shifted Window \u67b6\u69cb\u5275\u65b0<\/strong><\/li>\n\n\n\n<li><strong>\u591a\u5c3a\u5bf8\u53ef\u9078\uff0c\u9748\u6d3b\u9077\u79fb<\/strong><\/li>\n\n\n\n<li><strong>\u539f\u751f\u751f\u614b\uff0c\u5de5\u5177\u93c8\u4e00\u9ad4\u5316\u652f\u6301<\/strong><\/li>\n\n\n\n<li><strong>\u7522\u696d\u843d\u5730\u9a57\u8b49\uff0c\u6301\u7e8c\u8fed\u4ee3<\/strong><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Swin Base \u8207\u7af6\u54c1\u6027\u80fd\uff08ImageNet-1K\uff09<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6a21\u578b<\/th><th>Top-1 Acc. (%)<\/th><th>Params(M)<\/th><th>FLOPs(G)<\/th><th>\u63a8\u7406\u901f\u5ea6\uff08ms\uff09<\/th><\/tr><\/thead><tbody><tr><td>Swin-B<\/td><td>83.5<\/td><td>88<\/td><td>15.4<\/td><td>25<\/td><\/tr><tr><td>ResNet-101<\/td><td>80.2<\/td><td>44<\/td><td>8<\/td><td>22<\/td><\/tr><tr><td>ViT-B\/16<\/td><td>81.8<\/td><td>86<\/td><td>17.5<\/td><td>27<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1869\" height=\"1008\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/09\/image-394.jpg\" alt=\"\u76f8\u95dc\u6e2c\u8a66\u8cc7\u8a0a\" class=\"wp-image-49486\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/mmpretrain.readthedocs.io\/en\/latest\/papers\/swin_transformer.html?utm_source=chatgpt.com\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u76f8\u95dc\u6e2c\u8a66\u8cc7\u8a0a<\/a><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6578\u64da\u6e90\u81ea\u5b98\u65b9\u8ad6\u6587\u8207torchvision \u5eab<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u524d\u77bb\u8d8b\u52bf\uff1aSwin Transformer \u4e0e\u672a\u6765\u89c6\u89c9 <a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/tag\/ai\" title=\"\u67e5\u770b\u8207 AI \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">AI<\/a> \u7684\u5173\u7cfb<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728AI \u5d4c\u5165\u7522\u696d\u8207\u667a\u6167\u7d42\u7aef\u5feb\u901f\u6210\u9577\u7684\u80cc\u666f\u4e0b\uff0cSwin Transformer \u5df2\u6210\u70ba\u6548\u80fd\u8207\u6548\u7387\u7684\u7522\u696d\u9996\u9078\u3002\u4e0d\u8ad6\u662f\u5de5\u696d\u8996\u89ba\u3001\u91ab\u7642\u5f71\u50cf\uff0c\u9084\u662f\u591a\u6a21\u614b\u8868\u5fb5\u5be6\u9a57\uff0cSwin Transformer \u90fd\u5c55\u73fe\u4e86\u5e95\u5ea7\u5730\u4f4d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672a\u4f86\uff0c\u96a8\u8457TIMM\u3001HuggingFace \u6301\u7e8c\u5347\u7d1a\uff0cSwin Transformer \u7684 <strong>\u9077\u79fb\u5b78\u7fd2\u8207\u81ea\u76e3\u7763\u6f5b\u529b<\/strong> \u5c07\u9032\u4e00\u6b65\u91cb\u653e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u65b0\u4e00\u4ee3AI \u6d6a\u6f6e\u4e0b\uff0cSwin Transformer \u4ee5 <strong>\u5c64\u6b21\u5316\u8a2d\u8a08\u8207SOTA \u6027\u80fd<\/strong> \u9a45\u52d5\u8996\u89ba\u904b\u7b97\u9032\u5165\u65b0\u6642\u4ee3\uff0d\u7121\u8ad6\u60a8\u662f\u958b\u767c\u8005\u3001\u4f01\u696d\u6216\u79d1\u7814\u4eba\u54e1\uff0c2025 \u5e74Swin Transformer \u90fd\u662f\u9996\u9078\u57fa\u77f3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672a\u4f86\u5df2\u4f86\uff0c\u6e96\u5099\u597d\u7528Swin Transformer \u5efa\u7acb\u60a8\u7684\u4e0b\u4e00\u500b\u8996\u89ba\u5c08\u6848\u4e86\u55ce\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>","protected":false},"excerpt":{"rendered":"<p>Swin Transformer \u4f5c\u4e3a\u878d\u5408 Transformer \u5c42\u6b21\u5316\u8bbe\u8ba1\u4e0e\u5377\u79ef\u542f\u53d1\u673a\u5236\u7684\u521b\u65b0\u67b6\u6784\uff0c\u5df2\u5728  [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_crsspst_to_aicatswiki":true,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[317],"tags":[247,1011,1189,268],"content_visibility":[262],"class_list":["post-49398","post","type-post","status-publish","format-standard","hentry","category-ai-primers-tutorials","tag-ai"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.8 - aioseo.com -->\n\t<meta name=\"description\" content=\"Swin Transformer \u4f5c\u4e3a\u878d\u5408 Transformer \u5c42\u6b21\u5316\u8bbe\u8ba1\u4e0e\u5377\u79ef\u542f\u53d1\u673a\u5236\u7684\u521b\u65b0\u67b6\u6784\uff0c\u5df2\u5728\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"\u5fb7\u7c73\u5b89\"\/>\n\t<meta name=\"google-site-verification\" content=\"yyebEQcVymePK6iSdz0189yX69-lC6rGTRgglkP0b1s\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/aicats.wiki\/tw\/2025\/09\/24\/49398-html\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.8\" \/>\n\t\t<meta property=\"og:locale\" content=\"zh_TW\" \/>\n\t\t<meta property=\"og:site_name\" content=\"AI \u55b5\u5bfc\u822a - \u4e00\u7ad9\u5f0f AI \u65b0\u95fb\u4e0e AI \u5de5\u5177\u5bfc\u822a\u7ad9\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"Swin Transformer \u6df1\u5ea6\u89e3\u6790\uff1a2025 \u5e74\u6700\u65b0\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u5fc5\u9009\u6a21\u578b\u4f18\u52bf\u8be6\u89e3 - AI \u55b5\u5bfc\u822a\" \/>\n\t\t<meta property=\"og:description\" content=\"Swin Transformer \u4f5c\u4e3a\u878d\u5408 Transformer \u5c42\u6b21\u5316\u8bbe\u8ba1\u4e0e\u5377\u79ef\u542f\u53d1\u673a\u5236\u7684\u521b\u65b0\u67b6\u6784\uff0c\u5df2\u5728\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/aicats.wiki\/tw\/2025\/09\/24\/49398-html\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/1749392228-PornAI-\u5bfc\u822a-logo-Photoroom-\u9ed1\u5b57-\u900f\u660e\u80cc\u666f.png\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/1749392228-PornAI-\u5bfc\u822a-logo-Photoroom-\u9ed1\u5b57-\u900f\u660e\u80cc\u666f.png\" \/>\n\t\t<meta property=\"og:image:width\" content=\"950\" \/>\n\t\t<meta property=\"og:image:height\" content=\"220\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2025-09-24T10:47:14+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2025-09-24T10:47:14+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"Swin Transformer \u6df1\u5ea6\u89e3\u6790\uff1a2025 \u5e74\u6700\u65b0\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u5fc5\u9009\u6a21\u578b\u4f18\u52bf\u8be6\u89e3 - AI \u55b5\u5bfc\u822a\" \/>\n\t\t<meta name=\"twitter:description\" content=\"Swin Transformer \u4f5c\u4e3a\u878d\u5408 Transformer \u5c42\u6b21\u5316\u8bbe\u8ba1\u4e0e\u5377\u79ef\u542f\u53d1\u673a\u5236\u7684\u521b\u65b0\u67b6\u6784\uff0c\u5df2\u5728\" \/>\n\t\t<meta name=\"twitter:image\" content=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/1749392228-PornAI-\u5bfc\u822a-logo-Photoroom-\u9ed1\u5b57-\u900f\u660e\u80cc\u666f.png\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BlogPosting\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/09\\\/24\\\/49398-html#blogposting\",\"name\":\"Swin Transformer \\u6df1\\u5ea6\\u89e3\\u6790\\uff1a2025 \\u5e74\\u6700\\u65b0\\u8ba1\\u7b97\\u673a\\u89c6\\u89c9\\u4efb\\u52a1\\u5fc5\\u9009\\u6a21\\u578b\\u4f18\\u52bf\\u8be6\\u89e3 - AI \\u55b5\\u5bfc\\u822a\",\"headline\":\"Swin Transformer \\u6df1\\u5ea6\\u89e3\\u6790\\uff1a2025 \\u5e74\\u6700\\u65b0\\u8ba1\\u7b97\\u673a\\u89c6\\u89c9\\u4efb\\u52a1\\u5fc5\\u9009\\u6a21\\u578b\\u4f18\\u52bf\\u8be6\\u89e3\",\"author\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/author\\\/3#author\"},\"publisher\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/#organization\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/aicats.wiki\\\/wp-content\\\/uploads\\\/2025\\\/09\\\/image-391.jpg\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/09\\\/24\\\/49398-html\\\/#articleImage\",\"width\":1878,\"height\":1016,\"caption\":\"\\u5716\\uff0fImage\"},\"datePublished\":\"2025-09-24T18:47:14+08:00\",\"dateModified\":\"2025-09-24T18:47:14+08:00\",\"inLanguage\":\"zh-TW\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/09\\\/24\\\/49398-html#webpage\"},\"isPartOf\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/09\\\/24\\\/49398-html#webpage\"},\"articleSection\":\"AI \\u5165\\u95e8\\u4e0e\\u6559\\u5b66, AI, ai\\u6280\\u672f, ai\\u67b6\\u6784, ai\\u6a21\\u578b, \\u6240\\u6709\\u4eba\\u53ef\\u89c1\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/09\\\/24\\\/49398-html#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/aicats.wiki\\\/tw\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/ai-primers-tutorials#listItem\",\"name\":\"AI \\u5165\\u95e8\\u4e0e\\u6559\\u5b66\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/ai-primers-tutorials#listItem\",\"position\":2,\"name\":\"AI \\u5165\\u95e8\\u4e0e\\u6559\\u5b66\",\"item\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/ai-primers-tutorials\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/09\\\/24\\\/49398-html#listItem\",\"name\":\"Swin Transformer \\u6df1\\u5ea6\\u89e3\\u6790\\uff1a2025 \\u5e74\\u6700\\u65b0\\u8ba1\\u7b97\\u673a\\u89c6\\u89c9\\u4efb\\u52a1\\u5fc5\\u9009\\u6a21\\u578b\\u4f18\\u52bf\\u8be6\\u89e3\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw#listItem\",\"name\":\"Home\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/09\\\/24\\\/49398-html#listItem\",\"position\":3,\"name\":\"Swin Transformer \\u6df1\\u5ea6\\u89e3\\u6790\\uff1a2025 \\u5e74\\u6700\\u65b0\\u8ba1\\u7b97\\u673a\\u89c6\\u89c9\\u4efb\\u52a1\\u5fc5\\u9009\\u6a21\\u578b\\u4f18\\u52bf\\u8be6\\u89e3\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/ai-primers-tutorials#listItem\",\"name\":\"AI \\u5165\\u95e8\\u4e0e\\u6559\\u5b66\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/#organization\",\"name\":\"AI \\u55b5\\u5bfc\\u822a\",\"description\":\"\\u4e00\\u7ad9\\u5f0f AI \\u65b0\\u95fb\\u4e0e AI \\u5de5\\u5177\\u5bfc\\u822a\\u7ad9\",\"url\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/aicats.wiki\\\/wp-content\\\/uploads\\\/2025\\\/06\\\/cropped-1749392287-PornAI-\\u5bfc\\u822a-logo-\\u900f\\u660e\\u80cc\\u666f.png\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/09\\\/24\\\/49398-html\\\/#organizationLogo\",\"width\":512,\"height\":512,\"caption\":\"AI \\u73a9\\u5bb6\\u5bfc\\u822a logo\"},\"image\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/09\\\/24\\\/49398-html\\\/#organizationLogo\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/author\\\/3#author\",\"url\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/author\\\/3\",\"name\":\"\\u5fb7\\u7c73\\u5b89\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/09\\\/24\\\/49398-html#authorImage\",\"url\":\"https:\\\/\\\/cdn2.iocdn.cc\\\/avatar\\\/2c848d8939d243e86f0e76c60d33ce16?s=96&d=mm&r=g\",\"width\":96,\"height\":96,\"caption\":\"\\u5fb7\\u7c73\\u5b89\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/09\\\/24\\\/49398-html#webpage\",\"url\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/09\\\/24\\\/49398-html\",\"name\":\"Swin Transformer \\u6df1\\u5ea6\\u89e3\\u6790\\uff1a2025 \\u5e74\\u6700\\u65b0\\u8ba1\\u7b97\\u673a\\u89c6\\u89c9\\u4efb\\u52a1\\u5fc5\\u9009\\u6a21\\u578b\\u4f18\\u52bf\\u8be6\\u89e3 - AI \\u55b5\\u5bfc\\u822a\",\"description\":\"Swin Transformer \\u4f5c\\u4e3a\\u878d\\u5408 Transformer \\u5c42\\u6b21\\u5316\\u8bbe\\u8ba1\\u4e0e\\u5377\\u79ef\\u542f\\u53d1\\u673a\\u5236\\u7684\\u521b\\u65b0\\u67b6\\u6784\\uff0c\\u5df2\\u5728\",\"inLanguage\":\"zh-TW\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/09\\\/24\\\/49398-html#breadcrumblist\"},\"author\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/author\\\/3#author\"},\"creator\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/author\\\/3#author\"},\"datePublished\":\"2025-09-24T18:47:14+08:00\",\"dateModified\":\"2025-09-24T18:47:14+08:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/#website\",\"url\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/\",\"name\":\"AI \\u55b5\\u5bfc\\u822a\",\"description\":\"\\u4e00\\u7ad9\\u5f0f AI \\u65b0\\u95fb\\u4e0e AI \\u5de5\\u5177\\u5bfc\\u822a\\u7ad9\",\"inLanguage\":\"zh-TW\",\"publisher\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"Swin Transformer \u6df1\u5ea6\u89e3\u6790\uff1a2025 \u5e74\u6700\u65b0\u96fb\u8166\u8996\u89ba\u4efb\u52d9\u5fc5\u9078\u6a21\u578b\u512a\u52e2\u8a73\u89e3- AI \u55b5\u5c0e\u822a","description":"Swin Transformer \u4f5c\u70ba\u878d\u5408Transformer \u5c64\u6b21\u5316\u8a2d\u8a08\u8207\u5377\u7a4d\u555f\u767c\u6a5f\u5236\u7684\u5275\u65b0\u67b6\u69cb\uff0c\u5df2\u5728","canonical_url":"https:\/\/aicats.wiki\/tw\/2025\/09\/24\/49398-html","robots":"max-image-preview:large","keywords":"","webmasterTools":{"google-site-verification":"yyebEQcVymePK6iSdz0189yX69-lC6rGTRgglkP0b1s","miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BlogPosting","@id":"https:\/\/aicats.wiki\/tw\/2025\/09\/24\/49398-html#blogposting","name":"Swin Transformer \u6df1\u5ea6\u89e3\u6790\uff1a2025 \u5e74\u6700\u65b0\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u5fc5\u9009\u6a21\u578b\u4f18\u52bf\u8be6\u89e3 - AI \u55b5\u5bfc\u822a","headline":"Swin Transformer \u6df1\u5ea6\u89e3\u6790\uff1a2025 \u5e74\u6700\u65b0\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u5fc5\u9009\u6a21\u578b\u4f18\u52bf\u8be6\u89e3","author":{"@id":"https:\/\/aicats.wiki\/tw\/author\/3#author"},"publisher":{"@id":"https:\/\/aicats.wiki\/tw\/#organization"},"image":{"@type":"ImageObject","url":"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/09\/image-391.jpg","@id":"https:\/\/aicats.wiki\/tw\/2025\/09\/24\/49398-html\/#articleImage","width":1878,"height":1016,"caption":"\u5716\uff0fImage"},"datePublished":"2025-09-24T18:47:14+08:00","dateModified":"2025-09-24T18:47:14+08:00","inLanguage":"zh-TW","mainEntityOfPage":{"@id":"https:\/\/aicats.wiki\/tw\/2025\/09\/24\/49398-html#webpage"},"isPartOf":{"@id":"https:\/\/aicats.wiki\/tw\/2025\/09\/24\/49398-html#webpage"},"articleSection":"AI \u5165\u95e8\u4e0e\u6559\u5b66, AI, ai\u6280\u672f, ai\u67b6\u6784, ai\u6a21\u578b, \u6240\u6709\u4eba\u53ef\u89c1"},{"@type":"BreadcrumbList","@id":"https:\/\/aicats.wiki\/tw\/2025\/09\/24\/49398-html#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/aicats.wiki\/tw#listItem","position":1,"name":"Home","item":"https:\/\/aicats.wiki\/tw","nextItem":{"@type":"ListItem","@id":"https:\/\/aicats.wiki\/tw\/ai-primers-tutorials#listItem","name":"AI \u5165\u95e8\u4e0e\u6559\u5b66"}},{"@type":"ListItem","@id":"https:\/\/aicats.wiki\/tw\/ai-primers-tutorials#listItem","position":2,"name":"AI \u5165\u95e8\u4e0e\u6559\u5b66","item":"https:\/\/aicats.wiki\/tw\/ai-primers-tutorials","nextItem":{"@type":"ListItem","@id":"https:\/\/aicats.wiki\/tw\/2025\/09\/24\/49398-html#listItem","name":"Swin Transformer \u6df1\u5ea6\u89e3\u6790\uff1a2025 \u5e74\u6700\u65b0\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u5fc5\u9009\u6a21\u578b\u4f18\u52bf\u8be6\u89e3"},"previousItem":{"@type":"ListItem","@id":"https:\/\/aicats.wiki\/tw#listItem","name":"Home"}},{"@type":"ListItem","@id":"https:\/\/aicats.wiki\/tw\/2025\/09\/24\/49398-html#listItem","position":3,"name":"Swin Transformer \u6df1\u5ea6\u89e3\u6790\uff1a2025 \u5e74\u6700\u65b0\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u5fc5\u9009\u6a21\u578b\u4f18\u52bf\u8be6\u89e3","previousItem":{"@type":"ListItem","@id":"https:\/\/aicats.wiki\/tw\/ai-primers-tutorials#listItem","name":"AI \u5165\u95e8\u4e0e\u6559\u5b66"}}]},{"@type":"Organization","@id":"https:\/\/aicats.wiki\/tw\/#organization","name":"AI \u55b5\u5bfc\u822a","description":"\u4e00\u7ad9\u5f0f AI \u65b0\u95fb\u4e0e AI \u5de5\u5177\u5bfc\u822a\u7ad9","url":"https:\/\/aicats.wiki\/tw\/","logo":{"@type":"ImageObject","url":"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/cropped-1749392287-PornAI-\u5bfc\u822a-logo-\u900f\u660e\u80cc\u666f.png","@id":"https:\/\/aicats.wiki\/tw\/2025\/09\/24\/49398-html\/#organizationLogo","width":512,"height":512,"caption":"AI \u73a9\u5bb6\u5bfc\u822a logo"},"image":{"@id":"https:\/\/aicats.wiki\/tw\/2025\/09\/24\/49398-html\/#organizationLogo"}},{"@type":"Person","@id":"https:\/\/aicats.wiki\/tw\/author\/3#author","url":"https:\/\/aicats.wiki\/tw\/author\/3","name":"\u5fb7\u7c73\u5b89","image":{"@type":"ImageObject","@id":"https:\/\/aicats.wiki\/tw\/2025\/09\/24\/49398-html#authorImage","url":"https:\/\/cdn2.iocdn.cc\/avatar\/2c848d8939d243e86f0e76c60d33ce16?s=96&d=mm&r=g","width":96,"height":96,"caption":"\u5fb7\u7c73\u5b89"}},{"@type":"WebPage","@id":"https:\/\/aicats.wiki\/tw\/2025\/09\/24\/49398-html#webpage","url":"https:\/\/aicats.wiki\/tw\/2025\/09\/24\/49398-html","name":"Swin Transformer \u6df1\u5ea6\u89e3\u6790\uff1a2025 \u5e74\u6700\u65b0\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u5fc5\u9009\u6a21\u578b\u4f18\u52bf\u8be6\u89e3 - AI \u55b5\u5bfc\u822a","description":"Swin Transformer \u4f5c\u4e3a\u878d\u5408 Transformer \u5c42\u6b21\u5316\u8bbe\u8ba1\u4e0e\u5377\u79ef\u542f\u53d1\u673a\u5236\u7684\u521b\u65b0\u67b6\u6784\uff0c\u5df2\u5728","inLanguage":"zh-TW","isPartOf":{"@id":"https:\/\/aicats.wiki\/tw\/#website"},"breadcrumb":{"@id":"https:\/\/aicats.wiki\/tw\/2025\/09\/24\/49398-html#breadcrumblist"},"author":{"@id":"https:\/\/aicats.wiki\/tw\/author\/3#author"},"creator":{"@id":"https:\/\/aicats.wiki\/tw\/author\/3#author"},"datePublished":"2025-09-24T18:47:14+08:00","dateModified":"2025-09-24T18:47:14+08:00"},{"@type":"WebSite","@id":"https:\/\/aicats.wiki\/tw\/#website","url":"https:\/\/aicats.wiki\/tw\/","name":"AI \u55b5\u5bfc\u822a","description":"\u4e00\u7ad9\u5f0f AI \u65b0\u95fb\u4e0e AI \u5de5\u5177\u5bfc\u822a\u7ad9","inLanguage":"zh-TW","publisher":{"@id":"https:\/\/aicats.wiki\/tw\/#organization"}}]},"og:locale":"zh_TW","og:site_name":"AI \u55b5\u5bfc\u822a - \u4e00\u7ad9\u5f0f AI \u65b0\u95fb\u4e0e AI \u5de5\u5177\u5bfc\u822a\u7ad9","og:type":"article","og:title":"Swin Transformer \u6df1\u5ea6\u89e3\u6790\uff1a2025 \u5e74\u6700\u65b0\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u5fc5\u9009\u6a21\u578b\u4f18\u52bf\u8be6\u89e3 - AI \u55b5\u5bfc\u822a","og:description":"Swin Transformer \u4f5c\u4e3a\u878d\u5408 Transformer \u5c42\u6b21\u5316\u8bbe\u8ba1\u4e0e\u5377\u79ef\u542f\u53d1\u673a\u5236\u7684\u521b\u65b0\u67b6\u6784\uff0c\u5df2\u5728","og:url":"https:\/\/aicats.wiki\/tw\/2025\/09\/24\/49398-html","og:image":"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/1749392228-PornAI-\u5bfc\u822a-logo-Photoroom-\u9ed1\u5b57-\u900f\u660e\u80cc\u666f.png","og:image:secure_url":"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/1749392228-PornAI-\u5bfc\u822a-logo-Photoroom-\u9ed1\u5b57-\u900f\u660e\u80cc\u666f.png","og:image:width":950,"og:image:height":220,"article:published_time":"2025-09-24T10:47:14+00:00","article:modified_time":"2025-09-24T10:47:14+00:00","twitter:card":"summary_large_image","twitter:title":"Swin Transformer \u6df1\u5ea6\u89e3\u6790\uff1a2025 \u5e74\u6700\u65b0\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u5fc5\u9009\u6a21\u578b\u4f18\u52bf\u8be6\u89e3 - AI \u55b5\u5bfc\u822a","twitter:description":"Swin Transformer \u4f5c\u4e3a\u878d\u5408 Transformer \u5c42\u6b21\u5316\u8bbe\u8ba1\u4e0e\u5377\u79ef\u542f\u53d1\u673a\u5236\u7684\u521b\u65b0\u67b6\u6784\uff0c\u5df2\u5728","twitter:image":"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/1749392228-PornAI-\u5bfc\u822a-logo-Photoroom-\u9ed1\u5b57-\u900f\u660e\u80cc\u666f.png"},"aioseo_meta_data":{"post_id":"49398","title":null,"description":null,"keywords":null,"keyphrases":{"focus":{"keyphrase":"","score":0,"analysis":{"keyphraseInTitle":{"score":0,"maxScore":9,"error":1}}},"additional":[]},"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":"","og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"BlogPosting","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"breadcrumb_settings":null,"limit_modified_date":false,"ai":{"faqs":[],"keyPoints":[],"titles":[],"descriptions":[],"socialPosts":{"email":[],"linkedin":[],"twitter":[],"facebook":[],"instagram":[]}},"created":"2025-09-24 08:30:53","updated":"2025-09-24 10:53:24","seo_analyzer_scan_date":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/aicats.wiki\/tw\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/aicats.wiki\/tw\/ai-primers-tutorials\" title=\"AI \u5165\u95e8\u4e0e\u6559\u5b66\">AI \u5165\u95e8\u4e0e\u6559\u5b66<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\tSwin Transformer \u6df1\u5ea6\u89e3\u6790\uff1a2025 \u5e74\u6700\u65b0\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u5fc5\u9009\u6a21\u578b\u4f18\u52bf\u8be6\u89e3\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/aicats.wiki\/tw"},{"label":"AI \u5165\u95e8\u4e0e\u6559\u5b66","link":"https:\/\/aicats.wiki\/tw\/ai-primers-tutorials"},{"label":"Swin Transformer \u6df1\u5ea6\u89e3\u6790\uff1a2025 \u5e74\u6700\u65b0\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u5fc5\u9009\u6a21\u578b\u4f18\u52bf\u8be6\u89e3","link":"https:\/\/aicats.wiki\/tw\/2025\/09\/24\/49398-html"}],"_links":{"self":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/49398","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/comments?post=49398"}],"version-history":[{"count":1,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/49398\/revisions"}],"predecessor-version":[{"id":49493,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/49398\/revisions\/49493"}],"wp:attachment":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/media?parent=49398"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/categories?post=49398"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/tags?post=49398"},{"taxonomy":"content_visibility","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/content_visibility?post=49398"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}