![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814030448-689d5250eb93a.png\")
<\/p>\n\u4e00\u3001Transformer + CNN：\u6df7\u5408\u67b6\u6784\u7684\u8303\u5f0f\u9769\u65b0<\/h4>\n\u7ed3\u5408\u4f18\u52bf<\/h5>\n\n- \u5c40\u90e8 – \u5168\u5c40\u7279\u5f81\u4e92\u8865：CNN \u64c5\u957f\u6355\u6349\u5c40\u90e8\u7ec6\u8282（\u5982\u8fb9\u7f18\u3001\u7eb9\u7406），Transformer \u64c5\u957f\u5efa\u6a21\u5168\u5c40\u8bed\u4e49\u5173\u8054（\u5982\u76ee\u6807\u95f4\u4f9d\u8d56\u5173\u7cfb），\u4e24\u8005\u7ed3\u5408\u53ef\u663e\u8457\u63d0\u5347\u590d\u6742\u573a\u666f\u4e0b\u7684\u7279\u5f81\u8868\u8fbe\u80fd\u529b\u3002<\/li>\n
- \u6548\u7387\u4e0e\u7cbe\u5ea6\u5e73\u8861：\u901a\u8fc7\u8f7b\u91cf\u5316\u8bbe\u8ba1（\u5982\u52a8\u6001\u5377\u79ef\u3001\u901a\u9053\u526a\u679d），\u53ef\u5728\u79fb\u52a8\u7aef\u5b9e\u73b0\u5b9e\u65f6\u63a8\u7406（\u5982 RepViT \u5728 iPhone 12 \u4e0a\u5ef6\u8fdf\u4ec5 1.0ms）\u3002<\/li>\n<\/ul>\n
\u521b\u65b0\u70b9\u4e0e\u6848\u4f8b<\/h5>\n
- \n
\u5c42\u6b21\u5316\u7279\u5f81\u878d\u5408<\/p>\n
\n- TCNet：\u5728\u9065\u611f\u56fe\u50cf\u8bed\u4e49\u5206\u5272\u4e2d\u8bbe\u8ba1\u5e76\u884c\u5206\u652f\u67b6\u6784，Transformer \u5206\u652f\u63d0\u53d6\u5168\u5c40\u4e0a\u4e0b\u6587，CNN \u5206\u652f\u6355\u6349\u4f4e\u7ea7\u7a7a\u95f4\u7ec6\u8282，\u901a\u8fc7 ** \u4ea4\u4e92\u81ea\u6ce8\u610f\u529b（ISa）\u548c\u7a97\u53e3\u81ea\u6ce8\u610f\u529b\u95e8\u63a7（WSaG）** \u5b9e\u73b0\u591a\u5c42\u6b21\u7279\u5f81\u878d\u5408，\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u8d85\u8d8a\u7eaf Transformer \u6a21\u578b\u3002<\/li>\n
- CMLFormer：\u7ed3\u5408\u8f7b\u91cf\u7ea7 ResNet-18 \u548c\u591a\u5c3a\u5ea6\u5c40\u90e8\u4e0a\u4e0b\u6587 Transformer，\u901a\u8fc7\u591a\u5c3a\u5ea6\u5c40\u90e8\u4e0a\u4e0b\u6587\u53d8\u6362\u5757（MLTB）\u548c\u7279\u5f81\u589e\u5f3a\u6a21\u5757（FEM），\u5728\u4e0d\u589e\u52a0\u590d\u6742\u5ea6\u7684\u60c5\u51b5\u4e0b\u63d0\u5347\u5206\u5272\u7cbe\u5ea6\u3002<\/li>\n<\/ul>\n<\/li>\n
- \n
\u52a8\u6001\u8ba1\u7b97\u4f18\u5316<\/p>\n
\n- RepViT：\u5c06 ViT \u7684\u9ad8\u6548\u67b6\u6784\u8bbe\u8ba1\u878d\u5165\u8f7b\u91cf\u7ea7 CNN，\u901a\u8fc7\u52a8\u6001\u6743\u91cd\u5206\u914d\u548c\u786c\u4ef6\u611f\u77e5\u4f18\u5316，\u5728 ImageNet \u4e0a\u5b9e\u73b0 80%+ \u7684 Top-1 \u51c6\u786e\u7387，\u63a8\u7406\u901f\u5ea6\u6bd4\u7eaf Transformer \u63d0\u5347 10 \u500d\u3002<\/li>\n
- VMFormer：\u5728\u89c6\u9891\u62a0\u56fe\u4efb\u52a1\u4e2d，\u901a\u8fc7\u957f\u65f6\u67e5\u8be2\u57fa\u7840\u65f6\u95f4\u5efa\u6a21（LQTM）\u548c\u77ed\u65f6\u7279\u5f81\u57fa\u7840\u65f6\u95f4\u5efa\u6a21（SFTM），\u7ed3\u5408 Transformer \u7684\u5168\u5c40\u6574\u5408\u80fd\u529b\u548c CNN \u7684\u5c40\u90e8\u7ec6\u8282\u6355\u6349，\u5b9e\u73b0\u5b9e\u65f6\u63a8\u7406\u4e0e\u9ad8\u7cbe\u5ea6\u7684\u5e73\u8861\u3002<\/li>\n<\/ul>\n<\/li>\n
\u7814\u7a76\u7b56\u7565<\/h5>\n\n- \u9886\u57df\u9002\u914d：\u9488\u5bf9\u9065\u611f\u3001\u533b\u5b66\u7b49\u7279\u5b9a\u573a\u666f\u8bbe\u8ba1\u8f7b\u91cf\u5316\u6a21\u5757（\u5982\u9065\u611f\u4e2d\u7684\u7a00\u758f\u70b9\u6807\u6ce8\u4f18\u5316）\u3002<\/li>\n
- \u7406\u8bba\u5206\u6790：\u4ece\u4fe1\u606f\u8bba\u89d2\u5ea6\u89e3\u91ca\u6df7\u5408\u67b6\u6784\u7684\u4f18\u52bf（\u5982\u51cf\u5c11\u7279\u5f81\u5197\u4f59\u3001\u63d0\u5347\u4e92\u4fe1\u606f）\u3002\n
![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814030449-689d5251e9fe9.png\")
<\/p>\n<\/li>\n<\/ul>\n
\u4e8c\u3001\u591a\u6a21\u6001\u6a21\u578b + \u751f\u6210\u6a21\u578b：\u8de8\u6a21\u6001\u751f\u6210\u7684\u65b0\u8303\u5f0f<\/h4>\n\u7ed3\u5408\u4f18\u52bf<\/h5>\n\n- \u6307\u4ee4\u9a71\u52a8\u751f\u6210：\u591a\u6a21\u6001\u6a21\u578b（\u5982 CLIP\u3001BLIP）\u63d0\u4f9b\u8bed\u4e49\u5bf9\u9f50\u80fd\u529b，\u751f\u6210\u6a21\u578b（\u5982\u6269\u6563\u6a21\u578b\u3001GAN）\u5b9e\u73b0\u9ad8\u4fdd\u771f\u5185\u5bb9\u521b\u4f5c，\u4e24\u8005\u7ed3\u5408\u53ef\u5b9e\u73b0 \u201c\u6587\u672c\u6307\u4ee4\u2192\u56fe\u50cf \/ \u89c6\u9891\u751f\u6210\u201d \u7684\u95ed\u73af\u3002<\/li>\n
- \u6570\u636e\u589e\u5f3a\u4e0e\u6cdb\u5316：\u5229\u7528\u591a\u6a21\u6001\u6570\u636e（\u5982\u56fe\u6587\u5bf9）\u9884\u8bad\u7ec3\u751f\u6210\u6a21\u578b，\u53ef\u7f13\u89e3\u5355\u6a21\u6001\u6570\u636e\u4e0d\u8db3\u7684\u95ee\u9898\u3002<\/li>\n<\/ul>\n
\u521b\u65b0\u70b9\u4e0e\u6848\u4f8b<\/h5>\n
- \n
\u7edf\u4e00\u591a\u6a21\u6001\u751f\u6210\u6846\u67b6<\/p>\n
\n- Chameleon：\u901a\u8fc7\u65e9\u671f\u878d\u5408\u6587\u672c\u548c\u56fe\u50cf\u6807\u8bb0，\u5c06\u56fe\u50cf\u7f16\u7801\u4e3a\u79bb\u6563\u4ee4\u724c（1024 tokens\/512\u00d7512 \u56fe\u50cf），\u5728\u5355\u4e00 Transformer \u67b6\u6784\u4e2d\u5b9e\u73b0\u6df7\u5408\u6a21\u6001\u751f\u6210（\u5982\u56fe\u6587\u6df7\u6392\u6587\u6863），\u5728\u89c6\u89c9\u95ee\u7b54\u3001\u56fe\u50cf\u63cf\u8ff0\u7b49\u4efb\u52a1\u4e2d\u8d85\u8d8a Gemini Pro\u3002<\/li>\n
- Show-o：\u7ed3\u5408\u81ea\u56de\u5f52\u5efa\u6a21（\u6587\u672c）\u548c\u6269\u6563\u5efa\u6a21（\u56fe\u50cf），\u901a\u8fc7\u5168\u6ce8\u610f\u529b\u673a\u5236\u5b9e\u73b0\u4efb\u610f\u6a21\u6001\u8f93\u5165 – \u8f93\u51fa，\u652f\u6301 \u201c\u9996\u5e27\u56fe\u50cf + \u6587\u672c\u63cf\u8ff0\u2192\u8fde\u8d2f\u89c6\u9891\u751f\u6210\u201d，\u5728\u591a\u6a21\u6001\u53d9\u4e8b\u4efb\u52a1\u4e2d\u8868\u73b0\u60ca\u8273\u3002<\/li>\n<\/ul>\n<\/li>\n
- \n
\u53ef\u63a7\u751f\u6210\u4e0e\u5bf9\u9f50<\/p>\n
\n- SAM-CLIP：\u901a\u8fc7\u591a\u4efb\u52a1\u84b8\u998f\u548c\u8bb0\u5fc6\u91cd\u6f14\u5408\u5e76 SAM（\u5206\u5272）\u548c CLIP（\u89c6\u89c9 – \u8bed\u8a00\u5339\u914d），\u751f\u6210\u6a21\u578b\u5728\u4fdd\u7559\u96f6\u6837\u672c\u80fd\u529b\u7684\u540c\u65f6，\u53ef\u901a\u8fc7\u6587\u672c\u6307\u4ee4（\u5982 \u201c\u68c0\u6d4b\u7ea2\u8272\u7684\u8f66\u201d）\u5f15\u5bfc\u5206\u5272\u533a\u57df，\u9002\u7528\u4e8e\u8fb9\u7f18\u8bbe\u5907\u90e8\u7f72\u3002<\/li>\n
- Transfusion：\u5728\u5355\u4e00 Transformer \u4e2d\u8054\u5408\u4f18\u5316\u8bed\u8a00\u5efa\u6a21（Next-token Prediction）\u548c\u6269\u6563\u53bb\u566a\u76ee\u6807，\u65e0\u9700\u79bb\u6563\u5316\u56fe\u50cf\u5373\u53ef\u751f\u6210\u6df7\u5408\u6a21\u6001\u5185\u5bb9，\u8ba1\u7b97\u6548\u7387\u6bd4\u4f20\u7edf\u65b9\u6cd5\u63d0\u5347 30%\u3002<\/li>\n<\/ul>\n<\/li>\n
\u7814\u7a76\u7b56\u7565<\/h5>\n\n- \u6a21\u6001\u5bf9\u9f50\u6280\u672f：\u8bbe\u8ba1\u53ef\u5fae\u5206\u7684\u8de8\u6a21\u6001\u6295\u5f71\u5c42（\u5982\u5bf9\u6bd4\u5b66\u4e60\u4f18\u5316\u7279\u5f81\u7a7a\u95f4\u4e00\u81f4\u6027）\u3002<\/li>\n
- \u957f\u5e8f\u5217\u5efa\u6a21：\u63a2\u7d22 Transformer \u5728\u89c6\u9891\u751f\u6210\u4e2d\u7684\u65f6\u95f4\u5efa\u6a21\u80fd\u529b（\u5982\u5f15\u5165 3D \u5377\u79ef\u6216\u5149\u6d41\u4f30\u8ba1）\u3002<\/li>\n<\/ul>\n
\u4e09\u3001\u81ea\u76d1\u7763\u5b66\u4e60 + \u591a\u6a21\u6001\u6a21\u578b：\u6570\u636e\u9ad8\u6548\u7684\u8303\u5f0f\u8fc1\u79fb<\/h4>\n\u7ed3\u5408\u4f18\u52bf<\/h5>\n\n- \u5c11\u6837\u672c\u5b66\u4e60：\u81ea\u76d1\u7763\u9884\u8bad\u7ec3（\u5982 MoCo\u3001MAE）\u53ef\u663e\u8457\u964d\u4f4e\u591a\u6a21\u6001\u6a21\u578b\u5bf9\u6807\u6ce8\u6570\u636e\u7684\u4f9d\u8d56，\u5c24\u5176\u9002\u7528\u4e8e\u533b\u5b66\u3001\u9065\u611f\u7b49\u5c0f\u6837\u672c\u573a\u666f\u3002<\/li>\n
- \u7279\u5f81\u4e92\u8865\u589e\u5f3a：\u901a\u8fc7\u8de8\u6a21\u6001\u5bf9\u6bd4\u5b66\u4e60（\u5982\u6587\u672c – \u56fe\u50cf\u5339\u914d），\u53ef\u63d0\u5347\u6a21\u578b\u5bf9\u8bed\u4e49\u5173\u8054\u7684\u6355\u6349\u80fd\u529b\u3002<\/li>\n<\/ul>\n
\u521b\u65b0\u70b9\u4e0e\u6848\u4f8b<\/h5>\n
- \n
\u9884\u8bad\u7ec3\u7b56\u7565\u4f18\u5316<\/p>\n
\n- MoleSG：\u5728\u5206\u5b50\u6027\u8d28\u9884\u6d4b\u4e2d，\u901a\u8fc7\u975e\u91cd\u53e0\u63a9\u6a21\u7b56\u7565\u5f15\u5bfc SMILES（\u6587\u672c）\u548c\u56fe（\u7ed3\u6784）\u6a21\u6001\u7684\u4e92\u8865\u5b66\u4e60，\u9884\u8bad\u7ec3\u6a21\u578b\u5728 MoleculeNet \u7684 8 \u4e2a\u6570\u636e\u96c6\u4e0a\u5747\u8d85\u8d8a SOTA，\u7279\u5f81\u5224\u522b\u80fd\u529b\u63d0\u5347 20%\u3002<\/li>\n
- DINO：\u901a\u8fc7\u81ea\u84b8\u998f\u5b66\u4e60\u65e0\u76d1\u7763\u89c6\u89c9\u8868\u793a，\u5728 ImageNet \u7ebf\u6027\u8bc4\u4f30\u4e2d\u8fbe\u5230 81.5% \u51c6\u786e\u7387，\u65e0\u9700\u52a8\u91cf\u7f16\u7801\u5668\u5373\u53ef\u7b80\u5316\u8bad\u7ec3\u6d41\u7a0b\u3002<\/li>\n<\/ul>\n<\/li>\n
- \n
\u534a\u76d1\u7763\u4e0e\u4f2a\u6807\u7b7e\u4f18\u5316<\/p>\n
\n- FixMatch + Transformer：\u5728\u533b\u5b66\u56fe\u50cf\u5206\u5272\u4e2d，\u7528 YOLO \u751f\u6210\u4f2a\u6807\u7b7e\u5e76\u7ed3\u5408\u4e00\u81f4\u6027\u6b63\u5219\u5316\u8fc7\u6ee4\u566a\u58f0，\u80f0\u817a\u5206\u5272 Dice \u7cfb\u6570\u63d0\u5347 12%\u3002<\/li>\n
- DETR \u5bf9\u6bd4\u53bb\u566a\u8bad\u7ec3：\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u4f18\u5316\u67e5\u8be2\u5d4c\u5165，\u5728 COCO \u68c0\u6d4b\u4e2d\u5b9e\u73b0 54.5 AP \u7684 SOTA \u6027\u80fd，\u8bad\u7ec3\u6536\u655b\u901f\u5ea6\u63d0\u5347 30%\u3002<\/li>\n<\/ul>\n<\/li>\n
\u7814\u7a76\u7b56\u7565<\/h5>\n\n- \u9886\u57df\u9002\u914d\u9884\u8bad\u7ec3：\u9488\u5bf9\u7279\u5b9a\u9886\u57df（\u5982\u533b\u5b66）\u8bbe\u8ba1\u81ea\u76d1\u7763\u4efb\u52a1（\u5982\u5668\u5b98\u7ed3\u6784\u9884\u6d4b）\u3002<\/li>\n
- \u4f2a\u6807\u7b7e\u8d28\u91cf\u63a7\u5236：\u5f15\u5165\u4e0d\u786e\u5b9a\u6027\u4f30\u8ba1（\u5982\u8499\u7279\u5361\u6d1b Dropout）\u7b5b\u9009\u9ad8\u7f6e\u4fe1\u5ea6\u4f2a\u6807\u7b7e\u3002<\/li>\n<\/ul>\n
\u56db\u3001\u5c0f\u6ce2\u53d8\u6362 + Transformer：\u9891\u7387\u57df\u5efa\u6a21\u7684\u7a81\u7834<\/h4>\n\u7ed3\u5408\u4f18\u52bf<\/h5>\n\n- \u591a\u5c3a\u5ea6\u7279\u5f81\u63d0\u53d6：\u5c0f\u6ce2\u53d8\u6362\u7684\u591a\u5206\u8fa8\u7387\u7279\u6027\u53ef\u589e\u5f3a Transformer \u5bf9\u9ad8\u9891\u7ec6\u8282（\u5982\u8fb9\u7f18\u3001\u566a\u58f0）\u7684\u6355\u6349\u80fd\u529b，\u5c24\u5176\u9002\u7528\u4e8e\u52a8\u6001\u573a\u666f（\u5982\u89c6\u9891\u53bb\u6a21\u7cca）\u3002<\/li>\n
- \u7406\u8bba\u4e0e\u5b9e\u8df5\u7ed3\u5408：\u5c0f\u6ce2\u53d8\u6362\u7684\u6570\u5b66\u57fa\u7840（\u5982\u65f6\u9891\u5206\u6790）\u4e3a\u6a21\u578b\u8bbe\u8ba1\u63d0\u4f9b\u7406\u8bba\u652f\u6491，\u53ef\u63d0\u5347\u8bba\u6587\u7684\u5b66\u672f\u6df1\u5ea6\u3002<\/li>\n<\/ul>\n
\u521b\u65b0\u70b9\u4e0e\u6848\u4f8b<\/h5>\n
- \n
\u566a\u58f0\u9c81\u68d2\u6027\u63d0\u5347<\/p>\n
\n- ACWI-Former：\u91c7\u7528\u53cc\u6811\u590d\u5c0f\u6ce2\u53d8\u6362\u6a21\u62df\u81ea\u6ce8\u610f\u529b\u5185\u6838\u4ea4\u4e92，\u901a\u8fc7\u81ea\u9002\u5e94\u5c40\u90e8\u5757\u5171\u4eab\u6ce8\u610f\u529b\u964d\u4f4e\u8ba1\u7b97\u91cf，\u5728\u52a8\u6001\u89c6\u9891\u5339\u914d\u4efb\u52a1\u4e2d\u6027\u80fd\u8d85\u8d8a\u4f20\u7edf\u65b9\u6cd5\u3002<\/li>\n
- WaveFormer：\u5c06\u56fe\u50cf\u5206\u89e3\u4e3a\u4f4e\u9891\u548c\u9ad8\u9891\u6210\u5206，\u4ec5\u7528\u4f4e\u9891\u6210\u5206\u8ba1\u7b97\u6ce8\u610f\u529b，\u663e\u8457\u7f13\u89e3\u566a\u58f0\u5bf9 Transformer \u7684\u5e72\u6270，\u5728\u89c6\u9891\u4fee\u590d\u4efb\u52a1\u4e2d FID \u5206\u6570\u964d\u4f4e 15%\u3002<\/li>\n<\/ul>\n<\/li>\n
- \n
\u591a\u5c3a\u5ea6\u8bed\u4e49\u878d\u5408<\/p>\n
\n- LWN \u6a21\u5757：\u5728\u76f2\u8fd0\u52a8\u53bb\u6a21\u7cca\u4e2d，\u901a\u8fc7\u53ef\u5b66\u4e60\u79bb\u6563\u5c0f\u6ce2\u53d8\u6362\u63d0\u53d6\u9ad8\u9891\u7ec6\u8282，\u7ed3\u5408\u5206\u5c42\u635f\u5931\u51fd\u6570（\u50cf\u7d20\u635f\u5931 + \u81ea\u76d1\u7763\u5c0f\u6ce2\u635f\u5931），\u5728 RealBlur \u6570\u636e\u96c6\u4e0a PSNR \u63d0\u5347 2.3dB\u3002<\/li>\n
- FET \u6a21\u5757：\u5728\u533b\u5b66\u56fe\u50cf\u5206\u5272\u4e2d，\u901a\u8fc7\u9891\u7387\u589e\u5f3a\u548c\u8fb9\u754c\u611f\u77e5\u6ce8\u610f\u529b\u540c\u65f6\u6355\u6349\u7ec6\u8282\u548c\u8fb9\u754c\u4fe1\u606f，Dice \u7cfb\u6570\u6bd4\u7eaf Transformer \u9ad8 8%\u3002<\/li>\n<\/ul>\n<\/li>\n
\u7814\u7a76\u7b56\u7565<\/h5>\n\n- \u53ef\u5b66\u4e60\u5c0f\u6ce2\u8bbe\u8ba1：\u63a2\u7d22\u53ef\u5fae\u5206\u7684\u5c0f\u6ce2\u53d8\u6362\u53c2\u6570\u5316\u65b9\u6cd5（\u5982\u52a8\u6001\u8c03\u6574\u5c0f\u6ce2\u6838）\u3002<\/li>\n
- \u8de8\u6a21\u6001\u6269\u5c55：\u5c06\u5c0f\u6ce2\u53d8\u6362\u5e94\u7528\u4e8e\u591a\u6a21\u6001\u6570\u636e（\u5982\u97f3\u9891 – \u56fe\u50cf\u8054\u5408\u53bb\u566a）\u3002
![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814030450-689d5252182bd.png\")
<\/li>\n<\/ul>\n\u4e94\u3001\u52a8\u6001\u7f51\u7edc + \u8f7b\u91cf\u5316\u6a21\u578b：\u8ba1\u7b97\u6548\u7387\u7684\u9769\u547d\u6027\u63d0\u5347<\/h4>\n\u7ed3\u5408\u4f18\u52bf<\/h5>\n\n- \u81ea\u9002\u5e94\u63a8\u7406：\u52a8\u6001\u7f51\u7edc（\u5982 Dynamic Conv\u3001CondConv）\u53ef\u6839\u636e\u8f93\u5165\u590d\u6742\u5ea6\u8c03\u6574\u8ba1\u7b97\u8def\u5f84，\u8f7b\u91cf\u5316\u6a21\u578b（\u5982 MobileNet\u3001ShuffleNet）\u51cf\u5c11\u53c2\u6570\u91cf，\u4e24\u8005\u7ed3\u5408\u53ef\u5728\u79fb\u52a8\u7aef\u5b9e\u73b0\u9ad8\u7cbe\u5ea6\u4f4e\u5ef6\u8fdf\u3002<\/li>\n
- \u786c\u4ef6\u611f\u77e5\u4f18\u5316：\u901a\u8fc7\u795e\u7ecf\u67b6\u6784\u641c\u7d22（NAS）\u8bbe\u8ba1\u9002\u914d\u7279\u5b9a\u786c\u4ef6\u7684\u6a21\u578b\u53d8\u4f53（\u5982 GPU\/ASIC）\u3002<\/li>\n<\/ul>\n
\u521b\u65b0\u70b9\u4e0e\u6848\u4f8b<\/h5>\n
- \n
\u52a8\u6001\u6ce8\u610f\u529b\u673a\u5236<\/p>\n
\n- DyGFormer：\u5728\u793e\u4ea4\u7f51\u7edc\u52a8\u6001\u9884\u6d4b\u4e2d，\u901a\u8fc7\u90bb\u5c45\u5171\u73b0\u7f16\u7801\u548c\u8865\u4e01\u6280\u672f\u5904\u7406\u52a8\u6001\u56fe\u6570\u636e，\u65f6\u95f4\u5bf9\u9f50\u673a\u5236\u63d0\u5347\u65f6\u5e8f\u4f9d\u8d56\u5efa\u6a21\u80fd\u529b，\u8ba1\u7b97\u6548\u7387\u6bd4\u4f20\u7edf\u65b9\u6cd5\u9ad8 40%\u3002<\/li>\n
- SimpleDyG：\u5c06\u52a8\u6001\u56fe\u5efa\u6a21\u4e3a\u5e8f\u5217\u95ee\u9898，\u901a\u8fc7\u65f6\u95f4\u6807\u8bb0\u5b9e\u73b0\u5168\u5c40\u5bf9\u9f50，\u4ec5\u7528\u6807\u51c6 Transformer \u5373\u53ef\u5904\u7406\u590d\u6742\u65f6\u5e8f\u6570\u636e\u3002<\/li>\n<\/ul>\n<\/li>\n
- \n
\u8f7b\u91cf\u5316\u6df7\u5408\u67b6\u6784<\/p>\n
\n- RepViT：\u5c06 ViT \u7684\u9ad8\u6548\u8bbe\u8ba1（\u5982\u591a\u5934\u6ce8\u610f\u529b\u53c2\u6570\u5171\u4eab）\u878d\u5165\u8f7b\u91cf\u7ea7 CNN，\u5728 ImageNet \u4e0a\u5b9e\u73b0 80%+ \u51c6\u786e\u7387，\u53c2\u6570\u91cf\u6bd4\u7eaf ViT \u51cf\u5c11 70%\u3002<\/li>\n
- CD-CTFM：\u5728\u9065\u611f\u4e91\u68c0\u6d4b\u4e2d，\u7ed3\u5408 CNN \u548c Transformer \u7684\u8f7b\u91cf\u7ea7\u9aa8\u5e72，\u901a\u8fc7\u65e0\u53c2\u6570 HFF \u6280\u672f\u89e3\u51b3\u6805\u683c\u6548\u5e94，\u6a21\u578b\u5927\u5c0f\u4ec5\u4e3a 5.2MB\u3002<\/li>\n<\/ul>\n<\/li>\n
\u7814\u7a76\u7b56\u7565<\/h5>\n\n- \u52a8\u6001\u8def\u7531\u8bbe\u8ba1：\u5f15\u5165\u95e8\u63a7\u673a\u5236（\u5982 Gated Linear Units）\u63a7\u5236\u4e0d\u540c\u5206\u652f\u7684\u6fc0\u6d3b\u3002<\/li>\n
- \u8de8\u4efb\u52a1\u8fc1\u79fb：\u9a8c\u8bc1\u52a8\u6001\u6a21\u578b\u5728\u591a\u4efb\u52a1\u5b66\u4e60\u4e2d\u7684\u6cdb\u5316\u80fd\u529b（\u5982\u56fe\u50cf\u5206\u7c7b + \u5206\u5272）\u3002<\/li>\n<\/ul>\n
\u516d\u3001LLM + \u8ba1\u7b97\u673a\u89c6\u89c9：\u591a\u6a21\u6001\u667a\u80fd\u4f53\u7684\u843d\u5730\u7a81\u7834<\/h4>\n\u7ed3\u5408\u4f18\u52bf<\/h5>\n\n- \u590d\u6742\u6307\u4ee4\u6267\u884c：\u5927\u8bed\u8a00\u6a21\u578b（LLM）\u7684\u8bed\u8a00\u7406\u89e3\u548c\u63a8\u7406\u80fd\u529b\u53ef\u5f15\u5bfc\u8ba1\u7b97\u673a\u89c6\u89c9\u6a21\u578b\u5b8c\u6210\u591a\u6b65\u9aa4\u4efb\u52a1（\u5982 \u201c\u627e\u5230\u7ea2\u8272\u76d2\u5b50\u5e76\u63cf\u8ff0\u5176\u7528\u9014\u201d）\u3002<\/li>\n
- \u8de8\u6a21\u6001\u4ea4\u4e92：\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63a5\u53e3\u5b9e\u73b0\u4eba\u673a\u534f\u4f5c（\u5982\u673a\u5668\u4eba\u63a7\u5236\u3001\u667a\u80fd\u5ba2\u670d）\u3002<\/li>\n<\/ul>\n
\u521b\u65b0\u70b9\u4e0e\u6848\u4f8b<\/h5>\n
- \n
\u591a\u6a21\u6001\u5bf9\u9f50\u4e0e\u63a8\u7406<\/p>\n
\n- \u591a\u6a21\u6001 AI Agent：\u6574\u5408 LLM（\u5982 GPT-4）\u548c\u89c6\u89c9\u6a21\u578b（\u5982 SAM），\u901a\u8fc7\u7279\u5f81\u62fc\u63a5\u548c\u903b\u8f91\u56de\u5f52\u5206\u7c7b\u5668\u5b9e\u73b0 \u201c\u6587\u672c\u6307\u4ee4\u2192\u89c6\u89c9\u8bc6\u522b\u2192\u51b3\u7b56\u6267\u884c\u201d \u7684\u95ed\u73af，\u5728\u667a\u80fd\u5ba2\u670d\u573a\u666f\u4e2d\u54cd\u5e94\u51c6\u786e\u7387\u63d0\u5347 25%\u3002<\/li>\n
- Mask DINO：\u6269\u5c55 DINO \u6846\u67b6，\u901a\u8fc7\u67e5\u8be2\u5d4c\u5165\u4e0e\u9ad8\u5206\u8fa8\u7387\u50cf\u7d20\u5d4c\u5165\u7684\u70b9\u79ef\u9884\u6d4b mask，\u7edf\u4e00\u76ee\u6807\u68c0\u6d4b\u548c\u5206\u5272\u4efb\u52a1，\u5728 COCO \u5168\u666f\u5206\u5272\u4e2d\u8fbe\u5230 59.4 PQ \u7684 SOTA \u6027\u80fd\u3002<\/li>\n<\/ul>\n<\/li>\n
- \n
\u8de8\u6a21\u6001\u751f\u6210\u4e0e\u53d9\u4e8b<\/p>\n
\n- NExT-GPT：\u901a\u8fc7 LLM \u4e0e\u6269\u6563\u89e3\u7801\u5668\u7684\u8f7b\u91cf\u9002\u914d，\u652f\u6301\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u7684\u4efb\u610f\u6a21\u6001\u8f93\u5165 – \u8f93\u51fa，\u4ec5\u9700\u8c03\u6574 1% \u53c2\u6570\u5373\u53ef\u751f\u6210\u8fde\u8d2f\u89c6\u9891\u5e8f\u5217，\u5728\u591a\u6a21\u6001\u53d9\u4e8b\u4efb\u52a1\u4e2d\u8d85\u8d8a\u73b0\u6709\u6a21\u578b\u3002<\/li>\n
- BLIP-2：\u901a\u8fc7\u51bb\u7ed3\u9884\u8bad\u7ec3 ViT \u548c LLM \u7684\u53c2\u6570，\u4ec5\u5fae\u8c03\u8de8\u6a21\u6001\u63a5\u53e3\u5b9e\u73b0\u9ad8\u6548\u5bf9\u9f50，\u5728\u89c6\u89c9\u95ee\u7b54\u4efb\u52a1\u4e2d\u53c2\u6570\u91cf\u6bd4 Flamingo \u51cf\u5c11 60%\u3002<\/li>\n<\/ul>\n<\/li>\n
\u7814\u7a76\u7b56\u7565<\/h5>\n\n- \u4e0a\u4e0b\u6587\u5b66\u4e60\u4f18\u5316：\u8bbe\u8ba1\u53ef\u89e3\u91ca\u7684\u63d0\u793a\u5de5\u7a0b\u6846\u67b6（\u5982\u601d\u7ef4\u94fe\u5206\u89e3\u590d\u6742\u4efb\u52a1）\u3002<\/li>\n
- \u5b9e\u65f6\u4ea4\u4e92\u673a\u5236：\u63a2\u7d22\u7aef\u5230\u7aef\u7684\u591a\u6a21\u6001\u5bf9\u8bdd\u7cfb\u7edf（\u5982\u7ed3\u5408\u8bed\u97f3\u8bc6\u522b\u548c\u89c6\u89c9\u53cd\u9988）\u3002<\/li>\n<\/ul>\n
\u7814\u7a76\u7b56\u7565\u4e0e\u8d8b\u52bf\u6d1e\u5bdf<\/h4>\n
- \n
\u95ee\u9898\u5bfc\u5411\u7684\u6df1\u5ea6\u878d\u5408<\/p>\n
\n- \u907f\u514d\u7b80\u5355\u62fc\u63a5\u6a21\u578b，\u9700\u8bbe\u8ba1\u521b\u65b0\u878d\u5408\u673a\u5236（\u5982\u52a8\u6001\u8def\u7531\u3001\u5c42\u6b21\u5316\u7279\u5f81\u5bf9\u9f50）\u3002\u4f8b\u5982，\u5728\u533b\u5b66\u56fe\u50cf\u4e2d，\u53ef\u7ed3\u5408\u5c0f\u6ce2\u53d8\u6362\u7684\u591a\u5c3a\u5ea6\u7279\u6027\u548c Transformer \u7684\u5168\u5c40\u5efa\u6a21\u80fd\u529b，\u89e3\u51b3\u566a\u58f0\u9c81\u68d2\u6027\u95ee\u9898\u3002<\/li>\n<\/ul>\n<\/li>\n
- \n
\u8de8\u9886\u57df\u8fc1\u79fb\u5b66\u4e60<\/p>\n
\n- \u5c06 NLP \u4e2d\u7684\u81ea\u76d1\u7763\u65b9\u6cd5（\u5982 SimCSE）\u8fc1\u79fb\u81f3 CV，\u6216\u501f\u9274\u591a\u6a21\u6001\u6a21\u578b\u7684\u8de8\u6a21\u6001\u5bf9\u9f50\u6280\u672f\u3002\u4f8b\u5982，\u7528\u5bf9\u6bd4\u5b66\u4e60\u4f18\u5316\u9065\u611f\u56fe\u50cf\u4e0e\u6587\u672c\u6807\u7b7e\u7684\u8bed\u4e49\u4e00\u81f4\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n
- \n
\u7406\u8bba\u5206\u6790\u4e0e\u5b9e\u9a8c\u9a8c\u8bc1<\/p>\n
\n- \u7ed3\u5408\u6570\u5b66\u7406\u8bba（\u5982\u5c0f\u6ce2\u53d8\u6362\u7684\u65f6\u9891\u5206\u6790\u3001\u4fe1\u606f\u8bba）\u89e3\u91ca\u6a21\u578b\u4f18\u52bf，\u540c\u65f6\u901a\u8fc7\u6d88\u878d\u5b9e\u9a8c\u9a8c\u8bc1\u5173\u952e\u6a21\u5757\u7684\u6709\u6548\u6027（\u5982 MoleSG \u7684\u975e\u91cd\u53e0\u63a9\u6a21\u7b56\u7565）\u3002<\/li>\n<\/ul>\n<\/li>\n
- \n
\u786c\u4ef6\u611f\u77e5\u4e0e\u843d\u5730\u4ef7\u503c<\/p>\n
\n- \u7ed3\u5408 NAS \u8bbe\u8ba1\u9002\u914d\u79fb\u52a8\u7aef\u7684\u8f7b\u91cf\u5316\u6a21\u578b（\u5982 RepViT），\u6216\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u63d0\u5347\u8fb9\u7f18\u8bbe\u5907\u7684\u63a8\u7406\u6548\u7387\u3002<\/li>\n<\/ul>\n<\/li>\n
\u603b\u7ed3<\/h4>\n
\u9009\u62e9\u6a21\u578b\u7ec4\u5408\u65f6，\u5efa\u8bae\u4f18\u5148\u805a\u7126\u9886\u57df\u75db\u70b9（\u5982\u533b\u5b66\u56fe\u50cf\u7684\u566a\u58f0\u9c81\u68d2\u6027）\u6216\u6280\u672f\u7a7a\u767d（\u5982\u52a8\u6001\u56fe\u7684\u9ad8\u6548\u5efa\u6a21），\u5e76\u901a\u8fc7\u5b9e\u9a8c\u9a8c\u8bc1\u878d\u5408\u7b56\u7565\u7684\u72ec\u7279\u4f18\u52bf\u3002\u5f53\u524d，\u591a\u6a21\u6001\u4e0e\u751f\u6210\u6a21\u578b\u7684\u7ed3\u5408（\u5982 Chameleon\u3001Show-o）\u3001Transformer \u4e0e CNN \u7684\u6df7\u5408\u67b6\u6784（\u5982 TCNet\u3001CMLFormer）\u3001\u81ea\u76d1\u7763\u5b66\u4e60\u4e0e\u591a\u6a21\u6001\u7684\u534f\u540c（\u5982 MoleSG\u3001DINO）\u662f\u9876\u4f1a\u8bba\u6587\u7684\u4e09\u5927\u70ed\u70b9\u65b9\u5411，\u517c\u5177\u521b\u65b0\u6027\u548c\u843d\u5730\u4ef7\u503c\u3002<\/p>\n
![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814030450-689d52527ee8b.png\")
<\/p>\n","protected":false},"excerpt":{"rendered":"
\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb588\u6b21\uff0c\u70b9\u8d5e20\u6b21\uff0c\u6536\u85cf19\u6b21\u3002\u672c\u6587\u603b\u7ed3\u4e86\u4eba\u5de5\u667a\u80fd\u9886\u57df\u516d\u5927\u521b\u65b0\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u53ca\u5176\u7814\u7a76\u4ef7\u503c\uff1a1. Transformer+CNN\u5b9e\u73b0\u5168\u5c40-\u5c40\u90e8\u7279\u5f81\u4e92\u8865\uff1b2. \u591a\u6a21\u6001+\u751f\u6210\u6a21\u578b\u6784\u5efa\u8de8\u6a21\u6001\u751f\u6210\u8303\u5f0f\uff1b3. \u81ea\u76d1\u7763+\u591a\u6a21\u6001\u63d0\u5347\u5c0f\u6837\u672c\u5b66\u4e60\u80fd\u529b\uff1b4. \u5c0f\u6ce2\u53d8\u6362+Transformer\u589e\u5f3a\u9891\u7387\u57df\u5efa\u6a21\uff1b5. \u52a8\u6001\u7f51\u7edc+\u8f7b\u91cf\u5316\u6a21\u578b\u4f18\u5316\u8ba1\u7b97\u6548\u7387\uff1b6. LLM+\u8ba1\u7b97\u673a\u89c6\u89c9\u5b9e\u73b0\u591a\u6a21\u6001\u667a\u80fd\u4ea4\u4e92\u3002\u7814\u7a76\u663e\u793a\uff0c\u8fd9\u4e9b\u7ec4\u5408\u901a\u8fc7\u521b\u65b0\u67b6\u6784\u8bbe\u8ba1\uff08\u5982\u4ea4\u4e92\u81ea\u6ce8\u610f\u529b\u3001\u52a8\u6001\u8def\u7531\u7b49\uff09\u5728\u591a\u4e2a\u9886\u57df\u8fbe\u5230SOTA\u6027\u80fd\uff0c\u5176\u4e2d\u591a\u6a21\u6001\u751f\u6210\u3001\u6df7\u5408\u67b6\u6784\u548c\u81ea\u76d1\u7763\u534f\u540c\u6210\u4e3a\u5f53\u524d\u9876\u4f1a\u8bba\u6587\u7684\u4e09\u5927\u70ed\u70b9\u65b9\u5411\u3002<\/p>\n","protected":false},"author":2,"featured_media":55992,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[587,841,50,2831,132,86,523,2643],"topic":[],"class_list":["post-55996","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-587","tag-transformer","tag-50","tag-2831","tag-132","tag-86","tag-523","tag-2643"],"yoast_head":"\n
\u516d\u5927AI\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u7ed3\u5408\u597d\u51fa\u8bba\u6587\uff1a\u5c0f\u6ce2\u53d8\u6362\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001transformer\u3001CNN\u3001LLM - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/55996.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u516d\u5927AI\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u7ed3\u5408\u597d\u51fa\u8bba\u6587\uff1a\u5c0f\u6ce2\u53d8\u6362\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001transformer\u3001CNN\u3001LLM - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb588\u6b21\uff0c\u70b9\u8d5e20\u6b21\uff0c\u6536\u85cf19\u6b21\u3002\u672c\u6587\u603b\u7ed3\u4e86\u4eba\u5de5\u667a\u80fd\u9886\u57df\u516d\u5927\u521b\u65b0\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u53ca\u5176\u7814\u7a76\u4ef7\u503c\uff1a1. Transformer+CNN\u5b9e\u73b0\u5168\u5c40-\u5c40\u90e8\u7279\u5f81\u4e92\u8865\uff1b2. \u591a\u6a21\u6001+\u751f\u6210\u6a21\u578b\u6784\u5efa\u8de8\u6a21\u6001\u751f\u6210\u8303\u5f0f\uff1b3. \u81ea\u76d1\u7763+\u591a\u6a21\u6001\u63d0\u5347\u5c0f\u6837\u672c\u5b66\u4e60\u80fd\u529b\uff1b4. \u5c0f\u6ce2\u53d8\u6362+Transformer\u589e\u5f3a\u9891\u7387\u57df\u5efa\u6a21\uff1b5. \u52a8\u6001\u7f51\u7edc+\u8f7b\u91cf\u5316\u6a21\u578b\u4f18\u5316\u8ba1\u7b97\u6548\u7387\uff1b6. LLM+\u8ba1\u7b97\u673a\u89c6\u89c9\u5b9e\u73b0\u591a\u6a21\u6001\u667a\u80fd\u4ea4\u4e92\u3002\u7814\u7a76\u663e\u793a\uff0c\u8fd9\u4e9b\u7ec4\u5408\u901a\u8fc7\u521b\u65b0\u67b6\u6784\u8bbe\u8ba1\uff08\u5982\u4ea4\u4e92\u81ea\u6ce8\u610f\u529b\u3001\u52a8\u6001\u8def\u7531\u7b49\uff09\u5728\u591a\u4e2a\u9886\u57df\u8fbe\u5230SOTA\u6027\u80fd\uff0c\u5176\u4e2d\u591a\u6a21\u6001\u751f\u6210\u3001\u6df7\u5408\u67b6\u6784\u548c\u81ea\u76d1\u7763\u534f\u540c\u6210\u4e3a\u5f53\u524d\u9876\u4f1a\u8bba\u6587\u7684\u4e09\u5927\u70ed\u70b9\u65b9\u5411\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/55996.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2025-08-14T03:04:54+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814030448-689d5250eb93a.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/55996.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/55996.html\",\"name\":\"\u516d\u5927AI\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u7ed3\u5408\u597d\u51fa\u8bba\u6587\uff1a\u5c0f\u6ce2\u53d8\u6362\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001transformer\u3001CNN\u3001LLM - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2025-08-14T03:04:54+00:00\",\"dateModified\":\"2025-08-14T03:04:54+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/55996.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/55996.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/55996.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u516d\u5927AI\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u7ed3\u5408\u597d\u51fa\u8bba\u6587\uff1a\u5c0f\u6ce2\u53d8\u6362\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001transformer\u3001CNN\u3001LLM\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u516d\u5927AI\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u7ed3\u5408\u597d\u51fa\u8bba\u6587\uff1a\u5c0f\u6ce2\u53d8\u6362\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001transformer\u3001CNN\u3001LLM - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/55996.html","og_locale":"zh_CN","og_type":"article","og_title":"\u516d\u5927AI\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u7ed3\u5408\u597d\u51fa\u8bba\u6587\uff1a\u5c0f\u6ce2\u53d8\u6362\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001transformer\u3001CNN\u3001LLM - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb588\u6b21\uff0c\u70b9\u8d5e20\u6b21\uff0c\u6536\u85cf19\u6b21\u3002\u672c\u6587\u603b\u7ed3\u4e86\u4eba\u5de5\u667a\u80fd\u9886\u57df\u516d\u5927\u521b\u65b0\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u53ca\u5176\u7814\u7a76\u4ef7\u503c\uff1a1. Transformer+CNN\u5b9e\u73b0\u5168\u5c40-\u5c40\u90e8\u7279\u5f81\u4e92\u8865\uff1b2. \u591a\u6a21\u6001+\u751f\u6210\u6a21\u578b\u6784\u5efa\u8de8\u6a21\u6001\u751f\u6210\u8303\u5f0f\uff1b3. \u81ea\u76d1\u7763+\u591a\u6a21\u6001\u63d0\u5347\u5c0f\u6837\u672c\u5b66\u4e60\u80fd\u529b\uff1b4. \u5c0f\u6ce2\u53d8\u6362+Transformer\u589e\u5f3a\u9891\u7387\u57df\u5efa\u6a21\uff1b5. \u52a8\u6001\u7f51\u7edc+\u8f7b\u91cf\u5316\u6a21\u578b\u4f18\u5316\u8ba1\u7b97\u6548\u7387\uff1b6. LLM+\u8ba1\u7b97\u673a\u89c6\u89c9\u5b9e\u73b0\u591a\u6a21\u6001\u667a\u80fd\u4ea4\u4e92\u3002\u7814\u7a76\u663e\u793a\uff0c\u8fd9\u4e9b\u7ec4\u5408\u901a\u8fc7\u521b\u65b0\u67b6\u6784\u8bbe\u8ba1\uff08\u5982\u4ea4\u4e92\u81ea\u6ce8\u610f\u529b\u3001\u52a8\u6001\u8def\u7531\u7b49\uff09\u5728\u591a\u4e2a\u9886\u57df\u8fbe\u5230SOTA\u6027\u80fd\uff0c\u5176\u4e2d\u591a\u6a21\u6001\u751f\u6210\u3001\u6df7\u5408\u67b6\u6784\u548c\u81ea\u76d1\u7763\u534f\u540c\u6210\u4e3a\u5f53\u524d\u9876\u4f1a\u8bba\u6587\u7684\u4e09\u5927\u70ed\u70b9\u65b9\u5411\u3002","og_url":"https:\/\/www.wsisp.com\/helps\/55996.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2025-08-14T03:04:54+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814030448-689d5250eb93a.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"3 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/55996.html","url":"https:\/\/www.wsisp.com\/helps\/55996.html","name":"\u516d\u5927AI\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u7ed3\u5408\u597d\u51fa\u8bba\u6587\uff1a\u5c0f\u6ce2\u53d8\u6362\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001transformer\u3001CNN\u3001LLM - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2025-08-14T03:04:54+00:00","dateModified":"2025-08-14T03:04:54+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/55996.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/55996.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/55996.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u516d\u5927AI\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u7ed3\u5408\u597d\u51fa\u8bba\u6587\uff1a\u5c0f\u6ce2\u53d8\u6362\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001transformer\u3001CNN\u3001LLM"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/55996","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=55996"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/55996\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/55992"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=55996"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=55996"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=55996"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=55996"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
- \n
- \u5c40\u90e8 – \u5168\u5c40\u7279\u5f81\u4e92\u8865：CNN \u64c5\u957f\u6355\u6349\u5c40\u90e8\u7ec6\u8282（\u5982\u8fb9\u7f18\u3001\u7eb9\u7406），Transformer \u64c5\u957f\u5efa\u6a21\u5168\u5c40\u8bed\u4e49\u5173\u8054（\u5982\u76ee\u6807\u95f4\u4f9d\u8d56\u5173\u7cfb），\u4e24\u8005\u7ed3\u5408\u53ef\u663e\u8457\u63d0\u5347\u590d\u6742\u573a\u666f\u4e0b\u7684\u7279\u5f81\u8868\u8fbe\u80fd\u529b\u3002<\/li>\n
- \u6548\u7387\u4e0e\u7cbe\u5ea6\u5e73\u8861：\u901a\u8fc7\u8f7b\u91cf\u5316\u8bbe\u8ba1（\u5982\u52a8\u6001\u5377\u79ef\u3001\u901a\u9053\u526a\u679d），\u53ef\u5728\u79fb\u52a8\u7aef\u5b9e\u73b0\u5b9e\u65f6\u63a8\u7406（\u5982 RepViT \u5728 iPhone 12 \u4e0a\u5ef6\u8fdf\u4ec5 1.0ms）\u3002<\/li>\n<\/ul>\n
\u521b\u65b0\u70b9\u4e0e\u6848\u4f8b<\/h5>\n
- \n
\u5c42\u6b21\u5316\u7279\u5f81\u878d\u5408<\/p>\n
- \n
- TCNet：\u5728\u9065\u611f\u56fe\u50cf\u8bed\u4e49\u5206\u5272\u4e2d\u8bbe\u8ba1\u5e76\u884c\u5206\u652f\u67b6\u6784，Transformer \u5206\u652f\u63d0\u53d6\u5168\u5c40\u4e0a\u4e0b\u6587，CNN \u5206\u652f\u6355\u6349\u4f4e\u7ea7\u7a7a\u95f4\u7ec6\u8282，\u901a\u8fc7 ** \u4ea4\u4e92\u81ea\u6ce8\u610f\u529b（ISa）\u548c\u7a97\u53e3\u81ea\u6ce8\u610f\u529b\u95e8\u63a7（WSaG）** \u5b9e\u73b0\u591a\u5c42\u6b21\u7279\u5f81\u878d\u5408，\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u8d85\u8d8a\u7eaf Transformer \u6a21\u578b\u3002<\/li>\n
- CMLFormer：\u7ed3\u5408\u8f7b\u91cf\u7ea7 ResNet-18 \u548c\u591a\u5c3a\u5ea6\u5c40\u90e8\u4e0a\u4e0b\u6587 Transformer，\u901a\u8fc7\u591a\u5c3a\u5ea6\u5c40\u90e8\u4e0a\u4e0b\u6587\u53d8\u6362\u5757（MLTB）\u548c\u7279\u5f81\u589e\u5f3a\u6a21\u5757（FEM），\u5728\u4e0d\u589e\u52a0\u590d\u6742\u5ea6\u7684\u60c5\u51b5\u4e0b\u63d0\u5347\u5206\u5272\u7cbe\u5ea6\u3002<\/li>\n<\/ul>\n<\/li>\n
- \n
\u52a8\u6001\u8ba1\u7b97\u4f18\u5316<\/p>\n
- \n
- RepViT：\u5c06 ViT \u7684\u9ad8\u6548\u67b6\u6784\u8bbe\u8ba1\u878d\u5165\u8f7b\u91cf\u7ea7 CNN，\u901a\u8fc7\u52a8\u6001\u6743\u91cd\u5206\u914d\u548c\u786c\u4ef6\u611f\u77e5\u4f18\u5316，\u5728 ImageNet \u4e0a\u5b9e\u73b0 80%+ \u7684 Top-1 \u51c6\u786e\u7387，\u63a8\u7406\u901f\u5ea6\u6bd4\u7eaf Transformer \u63d0\u5347 10 \u500d\u3002<\/li>\n
- VMFormer：\u5728\u89c6\u9891\u62a0\u56fe\u4efb\u52a1\u4e2d，\u901a\u8fc7\u957f\u65f6\u67e5\u8be2\u57fa\u7840\u65f6\u95f4\u5efa\u6a21（LQTM）\u548c\u77ed\u65f6\u7279\u5f81\u57fa\u7840\u65f6\u95f4\u5efa\u6a21（SFTM），\u7ed3\u5408 Transformer \u7684\u5168\u5c40\u6574\u5408\u80fd\u529b\u548c CNN \u7684\u5c40\u90e8\u7ec6\u8282\u6355\u6349，\u5b9e\u73b0\u5b9e\u65f6\u63a8\u7406\u4e0e\u9ad8\u7cbe\u5ea6\u7684\u5e73\u8861\u3002<\/li>\n<\/ul>\n<\/li>\n
\u7814\u7a76\u7b56\u7565<\/h5>\n
- \n
- \u9886\u57df\u9002\u914d：\u9488\u5bf9\u9065\u611f\u3001\u533b\u5b66\u7b49\u7279\u5b9a\u573a\u666f\u8bbe\u8ba1\u8f7b\u91cf\u5316\u6a21\u5757（\u5982\u9065\u611f\u4e2d\u7684\u7a00\u758f\u70b9\u6807\u6ce8\u4f18\u5316）\u3002<\/li>\n
- \u7406\u8bba\u5206\u6790：\u4ece\u4fe1\u606f\u8bba\u89d2\u5ea6\u89e3\u91ca\u6df7\u5408\u67b6\u6784\u7684\u4f18\u52bf（\u5982\u51cf\u5c11\u7279\u5f81\u5197\u4f59\u3001\u63d0\u5347\u4e92\u4fe1\u606f）\u3002\n<\/p>\n<\/li>\n<\/ul>\n
\u4e8c\u3001\u591a\u6a21\u6001\u6a21\u578b + \u751f\u6210\u6a21\u578b：\u8de8\u6a21\u6001\u751f\u6210\u7684\u65b0\u8303\u5f0f<\/h4>\n
\u7ed3\u5408\u4f18\u52bf<\/h5>\n
- \n
- \u6307\u4ee4\u9a71\u52a8\u751f\u6210：\u591a\u6a21\u6001\u6a21\u578b（\u5982 CLIP\u3001BLIP）\u63d0\u4f9b\u8bed\u4e49\u5bf9\u9f50\u80fd\u529b，\u751f\u6210\u6a21\u578b（\u5982\u6269\u6563\u6a21\u578b\u3001GAN）\u5b9e\u73b0\u9ad8\u4fdd\u771f\u5185\u5bb9\u521b\u4f5c，\u4e24\u8005\u7ed3\u5408\u53ef\u5b9e\u73b0 \u201c\u6587\u672c\u6307\u4ee4\u2192\u56fe\u50cf \/ \u89c6\u9891\u751f\u6210\u201d \u7684\u95ed\u73af\u3002<\/li>\n
- \u6570\u636e\u589e\u5f3a\u4e0e\u6cdb\u5316：\u5229\u7528\u591a\u6a21\u6001\u6570\u636e（\u5982\u56fe\u6587\u5bf9）\u9884\u8bad\u7ec3\u751f\u6210\u6a21\u578b，\u53ef\u7f13\u89e3\u5355\u6a21\u6001\u6570\u636e\u4e0d\u8db3\u7684\u95ee\u9898\u3002<\/li>\n<\/ul>\n
\u521b\u65b0\u70b9\u4e0e\u6848\u4f8b<\/h5>\n
- \n
\u7edf\u4e00\u591a\u6a21\u6001\u751f\u6210\u6846\u67b6<\/p>\n
- \n
- Chameleon：\u901a\u8fc7\u65e9\u671f\u878d\u5408\u6587\u672c\u548c\u56fe\u50cf\u6807\u8bb0，\u5c06\u56fe\u50cf\u7f16\u7801\u4e3a\u79bb\u6563\u4ee4\u724c（1024 tokens\/512\u00d7512 \u56fe\u50cf），\u5728\u5355\u4e00 Transformer \u67b6\u6784\u4e2d\u5b9e\u73b0\u6df7\u5408\u6a21\u6001\u751f\u6210（\u5982\u56fe\u6587\u6df7\u6392\u6587\u6863），\u5728\u89c6\u89c9\u95ee\u7b54\u3001\u56fe\u50cf\u63cf\u8ff0\u7b49\u4efb\u52a1\u4e2d\u8d85\u8d8a Gemini Pro\u3002<\/li>\n
- Show-o：\u7ed3\u5408\u81ea\u56de\u5f52\u5efa\u6a21（\u6587\u672c）\u548c\u6269\u6563\u5efa\u6a21（\u56fe\u50cf），\u901a\u8fc7\u5168\u6ce8\u610f\u529b\u673a\u5236\u5b9e\u73b0\u4efb\u610f\u6a21\u6001\u8f93\u5165 – \u8f93\u51fa，\u652f\u6301 \u201c\u9996\u5e27\u56fe\u50cf + \u6587\u672c\u63cf\u8ff0\u2192\u8fde\u8d2f\u89c6\u9891\u751f\u6210\u201d，\u5728\u591a\u6a21\u6001\u53d9\u4e8b\u4efb\u52a1\u4e2d\u8868\u73b0\u60ca\u8273\u3002<\/li>\n<\/ul>\n<\/li>\n
- \n
\u53ef\u63a7\u751f\u6210\u4e0e\u5bf9\u9f50<\/p>\n
- \n
- SAM-CLIP：\u901a\u8fc7\u591a\u4efb\u52a1\u84b8\u998f\u548c\u8bb0\u5fc6\u91cd\u6f14\u5408\u5e76 SAM（\u5206\u5272）\u548c CLIP（\u89c6\u89c9 – \u8bed\u8a00\u5339\u914d），\u751f\u6210\u6a21\u578b\u5728\u4fdd\u7559\u96f6\u6837\u672c\u80fd\u529b\u7684\u540c\u65f6，\u53ef\u901a\u8fc7\u6587\u672c\u6307\u4ee4（\u5982 \u201c\u68c0\u6d4b\u7ea2\u8272\u7684\u8f66\u201d）\u5f15\u5bfc\u5206\u5272\u533a\u57df，\u9002\u7528\u4e8e\u8fb9\u7f18\u8bbe\u5907\u90e8\u7f72\u3002<\/li>\n
- Transfusion：\u5728\u5355\u4e00 Transformer \u4e2d\u8054\u5408\u4f18\u5316\u8bed\u8a00\u5efa\u6a21（Next-token Prediction）\u548c\u6269\u6563\u53bb\u566a\u76ee\u6807，\u65e0\u9700\u79bb\u6563\u5316\u56fe\u50cf\u5373\u53ef\u751f\u6210\u6df7\u5408\u6a21\u6001\u5185\u5bb9，\u8ba1\u7b97\u6548\u7387\u6bd4\u4f20\u7edf\u65b9\u6cd5\u63d0\u5347 30%\u3002<\/li>\n<\/ul>\n<\/li>\n
\u7814\u7a76\u7b56\u7565<\/h5>\n
- \n
- \u6a21\u6001\u5bf9\u9f50\u6280\u672f：\u8bbe\u8ba1\u53ef\u5fae\u5206\u7684\u8de8\u6a21\u6001\u6295\u5f71\u5c42（\u5982\u5bf9\u6bd4\u5b66\u4e60\u4f18\u5316\u7279\u5f81\u7a7a\u95f4\u4e00\u81f4\u6027）\u3002<\/li>\n
- \u957f\u5e8f\u5217\u5efa\u6a21：\u63a2\u7d22 Transformer \u5728\u89c6\u9891\u751f\u6210\u4e2d\u7684\u65f6\u95f4\u5efa\u6a21\u80fd\u529b（\u5982\u5f15\u5165 3D \u5377\u79ef\u6216\u5149\u6d41\u4f30\u8ba1）\u3002<\/li>\n<\/ul>\n
\u4e09\u3001\u81ea\u76d1\u7763\u5b66\u4e60 + \u591a\u6a21\u6001\u6a21\u578b：\u6570\u636e\u9ad8\u6548\u7684\u8303\u5f0f\u8fc1\u79fb<\/h4>\n
\u7ed3\u5408\u4f18\u52bf<\/h5>\n
- \n
- \u5c11\u6837\u672c\u5b66\u4e60：\u81ea\u76d1\u7763\u9884\u8bad\u7ec3（\u5982 MoCo\u3001MAE）\u53ef\u663e\u8457\u964d\u4f4e\u591a\u6a21\u6001\u6a21\u578b\u5bf9\u6807\u6ce8\u6570\u636e\u7684\u4f9d\u8d56，\u5c24\u5176\u9002\u7528\u4e8e\u533b\u5b66\u3001\u9065\u611f\u7b49\u5c0f\u6837\u672c\u573a\u666f\u3002<\/li>\n
- \u7279\u5f81\u4e92\u8865\u589e\u5f3a：\u901a\u8fc7\u8de8\u6a21\u6001\u5bf9\u6bd4\u5b66\u4e60（\u5982\u6587\u672c – \u56fe\u50cf\u5339\u914d），\u53ef\u63d0\u5347\u6a21\u578b\u5bf9\u8bed\u4e49\u5173\u8054\u7684\u6355\u6349\u80fd\u529b\u3002<\/li>\n<\/ul>\n
\u521b\u65b0\u70b9\u4e0e\u6848\u4f8b<\/h5>\n
- \n
\u9884\u8bad\u7ec3\u7b56\u7565\u4f18\u5316<\/p>\n
- \n
- MoleSG：\u5728\u5206\u5b50\u6027\u8d28\u9884\u6d4b\u4e2d，\u901a\u8fc7\u975e\u91cd\u53e0\u63a9\u6a21\u7b56\u7565\u5f15\u5bfc SMILES（\u6587\u672c）\u548c\u56fe（\u7ed3\u6784）\u6a21\u6001\u7684\u4e92\u8865\u5b66\u4e60，\u9884\u8bad\u7ec3\u6a21\u578b\u5728 MoleculeNet \u7684 8 \u4e2a\u6570\u636e\u96c6\u4e0a\u5747\u8d85\u8d8a SOTA，\u7279\u5f81\u5224\u522b\u80fd\u529b\u63d0\u5347 20%\u3002<\/li>\n
- DINO：\u901a\u8fc7\u81ea\u84b8\u998f\u5b66\u4e60\u65e0\u76d1\u7763\u89c6\u89c9\u8868\u793a，\u5728 ImageNet \u7ebf\u6027\u8bc4\u4f30\u4e2d\u8fbe\u5230 81.5% \u51c6\u786e\u7387，\u65e0\u9700\u52a8\u91cf\u7f16\u7801\u5668\u5373\u53ef\u7b80\u5316\u8bad\u7ec3\u6d41\u7a0b\u3002<\/li>\n<\/ul>\n<\/li>\n
- \n
\u534a\u76d1\u7763\u4e0e\u4f2a\u6807\u7b7e\u4f18\u5316<\/p>\n
- \n
- FixMatch + Transformer：\u5728\u533b\u5b66\u56fe\u50cf\u5206\u5272\u4e2d，\u7528 YOLO \u751f\u6210\u4f2a\u6807\u7b7e\u5e76\u7ed3\u5408\u4e00\u81f4\u6027\u6b63\u5219\u5316\u8fc7\u6ee4\u566a\u58f0，\u80f0\u817a\u5206\u5272 Dice \u7cfb\u6570\u63d0\u5347 12%\u3002<\/li>\n
- DETR \u5bf9\u6bd4\u53bb\u566a\u8bad\u7ec3：\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u4f18\u5316\u67e5\u8be2\u5d4c\u5165，\u5728 COCO \u68c0\u6d4b\u4e2d\u5b9e\u73b0 54.5 AP \u7684 SOTA \u6027\u80fd，\u8bad\u7ec3\u6536\u655b\u901f\u5ea6\u63d0\u5347 30%\u3002<\/li>\n<\/ul>\n<\/li>\n
\u7814\u7a76\u7b56\u7565<\/h5>\n
- \n
- \u9886\u57df\u9002\u914d\u9884\u8bad\u7ec3：\u9488\u5bf9\u7279\u5b9a\u9886\u57df（\u5982\u533b\u5b66）\u8bbe\u8ba1\u81ea\u76d1\u7763\u4efb\u52a1（\u5982\u5668\u5b98\u7ed3\u6784\u9884\u6d4b）\u3002<\/li>\n
- \u4f2a\u6807\u7b7e\u8d28\u91cf\u63a7\u5236：\u5f15\u5165\u4e0d\u786e\u5b9a\u6027\u4f30\u8ba1（\u5982\u8499\u7279\u5361\u6d1b Dropout）\u7b5b\u9009\u9ad8\u7f6e\u4fe1\u5ea6\u4f2a\u6807\u7b7e\u3002<\/li>\n<\/ul>\n
\u56db\u3001\u5c0f\u6ce2\u53d8\u6362 + Transformer：\u9891\u7387\u57df\u5efa\u6a21\u7684\u7a81\u7834<\/h4>\n
\u7ed3\u5408\u4f18\u52bf<\/h5>\n
- \n
- \u591a\u5c3a\u5ea6\u7279\u5f81\u63d0\u53d6：\u5c0f\u6ce2\u53d8\u6362\u7684\u591a\u5206\u8fa8\u7387\u7279\u6027\u53ef\u589e\u5f3a Transformer \u5bf9\u9ad8\u9891\u7ec6\u8282（\u5982\u8fb9\u7f18\u3001\u566a\u58f0）\u7684\u6355\u6349\u80fd\u529b，\u5c24\u5176\u9002\u7528\u4e8e\u52a8\u6001\u573a\u666f（\u5982\u89c6\u9891\u53bb\u6a21\u7cca）\u3002<\/li>\n
- \u7406\u8bba\u4e0e\u5b9e\u8df5\u7ed3\u5408：\u5c0f\u6ce2\u53d8\u6362\u7684\u6570\u5b66\u57fa\u7840（\u5982\u65f6\u9891\u5206\u6790）\u4e3a\u6a21\u578b\u8bbe\u8ba1\u63d0\u4f9b\u7406\u8bba\u652f\u6491，\u53ef\u63d0\u5347\u8bba\u6587\u7684\u5b66\u672f\u6df1\u5ea6\u3002<\/li>\n<\/ul>\n
\u521b\u65b0\u70b9\u4e0e\u6848\u4f8b<\/h5>\n
- \n
\u566a\u58f0\u9c81\u68d2\u6027\u63d0\u5347<\/p>\n
- \n
- ACWI-Former：\u91c7\u7528\u53cc\u6811\u590d\u5c0f\u6ce2\u53d8\u6362\u6a21\u62df\u81ea\u6ce8\u610f\u529b\u5185\u6838\u4ea4\u4e92，\u901a\u8fc7\u81ea\u9002\u5e94\u5c40\u90e8\u5757\u5171\u4eab\u6ce8\u610f\u529b\u964d\u4f4e\u8ba1\u7b97\u91cf，\u5728\u52a8\u6001\u89c6\u9891\u5339\u914d\u4efb\u52a1\u4e2d\u6027\u80fd\u8d85\u8d8a\u4f20\u7edf\u65b9\u6cd5\u3002<\/li>\n
- WaveFormer：\u5c06\u56fe\u50cf\u5206\u89e3\u4e3a\u4f4e\u9891\u548c\u9ad8\u9891\u6210\u5206，\u4ec5\u7528\u4f4e\u9891\u6210\u5206\u8ba1\u7b97\u6ce8\u610f\u529b，\u663e\u8457\u7f13\u89e3\u566a\u58f0\u5bf9 Transformer \u7684\u5e72\u6270，\u5728\u89c6\u9891\u4fee\u590d\u4efb\u52a1\u4e2d FID \u5206\u6570\u964d\u4f4e 15%\u3002<\/li>\n<\/ul>\n<\/li>\n
- \n
\u591a\u5c3a\u5ea6\u8bed\u4e49\u878d\u5408<\/p>\n
- \n
- LWN \u6a21\u5757：\u5728\u76f2\u8fd0\u52a8\u53bb\u6a21\u7cca\u4e2d，\u901a\u8fc7\u53ef\u5b66\u4e60\u79bb\u6563\u5c0f\u6ce2\u53d8\u6362\u63d0\u53d6\u9ad8\u9891\u7ec6\u8282，\u7ed3\u5408\u5206\u5c42\u635f\u5931\u51fd\u6570（\u50cf\u7d20\u635f\u5931 + \u81ea\u76d1\u7763\u5c0f\u6ce2\u635f\u5931），\u5728 RealBlur \u6570\u636e\u96c6\u4e0a PSNR \u63d0\u5347 2.3dB\u3002<\/li>\n
- FET \u6a21\u5757：\u5728\u533b\u5b66\u56fe\u50cf\u5206\u5272\u4e2d，\u901a\u8fc7\u9891\u7387\u589e\u5f3a\u548c\u8fb9\u754c\u611f\u77e5\u6ce8\u610f\u529b\u540c\u65f6\u6355\u6349\u7ec6\u8282\u548c\u8fb9\u754c\u4fe1\u606f，Dice \u7cfb\u6570\u6bd4\u7eaf Transformer \u9ad8 8%\u3002<\/li>\n<\/ul>\n<\/li>\n
\u7814\u7a76\u7b56\u7565<\/h5>\n
- \n
- \u53ef\u5b66\u4e60\u5c0f\u6ce2\u8bbe\u8ba1：\u63a2\u7d22\u53ef\u5fae\u5206\u7684\u5c0f\u6ce2\u53d8\u6362\u53c2\u6570\u5316\u65b9\u6cd5（\u5982\u52a8\u6001\u8c03\u6574\u5c0f\u6ce2\u6838）\u3002<\/li>\n
- \u8de8\u6a21\u6001\u6269\u5c55：\u5c06\u5c0f\u6ce2\u53d8\u6362\u5e94\u7528\u4e8e\u591a\u6a21\u6001\u6570\u636e（\u5982\u97f3\u9891 – \u56fe\u50cf\u8054\u5408\u53bb\u566a）\u3002<\/li>\n<\/ul>\n
\u4e94\u3001\u52a8\u6001\u7f51\u7edc + \u8f7b\u91cf\u5316\u6a21\u578b：\u8ba1\u7b97\u6548\u7387\u7684\u9769\u547d\u6027\u63d0\u5347<\/h4>\n
\u7ed3\u5408\u4f18\u52bf<\/h5>\n
- \n
- \u81ea\u9002\u5e94\u63a8\u7406：\u52a8\u6001\u7f51\u7edc（\u5982 Dynamic Conv\u3001CondConv）\u53ef\u6839\u636e\u8f93\u5165\u590d\u6742\u5ea6\u8c03\u6574\u8ba1\u7b97\u8def\u5f84，\u8f7b\u91cf\u5316\u6a21\u578b（\u5982 MobileNet\u3001ShuffleNet）\u51cf\u5c11\u53c2\u6570\u91cf，\u4e24\u8005\u7ed3\u5408\u53ef\u5728\u79fb\u52a8\u7aef\u5b9e\u73b0\u9ad8\u7cbe\u5ea6\u4f4e\u5ef6\u8fdf\u3002<\/li>\n
- \u786c\u4ef6\u611f\u77e5\u4f18\u5316：\u901a\u8fc7\u795e\u7ecf\u67b6\u6784\u641c\u7d22（NAS）\u8bbe\u8ba1\u9002\u914d\u7279\u5b9a\u786c\u4ef6\u7684\u6a21\u578b\u53d8\u4f53（\u5982 GPU\/ASIC）\u3002<\/li>\n<\/ul>\n
\u521b\u65b0\u70b9\u4e0e\u6848\u4f8b<\/h5>\n
- \n
\u52a8\u6001\u6ce8\u610f\u529b\u673a\u5236<\/p>\n
- \n
- DyGFormer：\u5728\u793e\u4ea4\u7f51\u7edc\u52a8\u6001\u9884\u6d4b\u4e2d，\u901a\u8fc7\u90bb\u5c45\u5171\u73b0\u7f16\u7801\u548c\u8865\u4e01\u6280\u672f\u5904\u7406\u52a8\u6001\u56fe\u6570\u636e，\u65f6\u95f4\u5bf9\u9f50\u673a\u5236\u63d0\u5347\u65f6\u5e8f\u4f9d\u8d56\u5efa\u6a21\u80fd\u529b，\u8ba1\u7b97\u6548\u7387\u6bd4\u4f20\u7edf\u65b9\u6cd5\u9ad8 40%\u3002<\/li>\n
- SimpleDyG：\u5c06\u52a8\u6001\u56fe\u5efa\u6a21\u4e3a\u5e8f\u5217\u95ee\u9898，\u901a\u8fc7\u65f6\u95f4\u6807\u8bb0\u5b9e\u73b0\u5168\u5c40\u5bf9\u9f50，\u4ec5\u7528\u6807\u51c6 Transformer \u5373\u53ef\u5904\u7406\u590d\u6742\u65f6\u5e8f\u6570\u636e\u3002<\/li>\n<\/ul>\n<\/li>\n
- \n
\u8f7b\u91cf\u5316\u6df7\u5408\u67b6\u6784<\/p>\n
- \n
- RepViT：\u5c06 ViT \u7684\u9ad8\u6548\u8bbe\u8ba1（\u5982\u591a\u5934\u6ce8\u610f\u529b\u53c2\u6570\u5171\u4eab）\u878d\u5165\u8f7b\u91cf\u7ea7 CNN，\u5728 ImageNet \u4e0a\u5b9e\u73b0 80%+ \u51c6\u786e\u7387，\u53c2\u6570\u91cf\u6bd4\u7eaf ViT \u51cf\u5c11 70%\u3002<\/li>\n
- CD-CTFM：\u5728\u9065\u611f\u4e91\u68c0\u6d4b\u4e2d，\u7ed3\u5408 CNN \u548c Transformer \u7684\u8f7b\u91cf\u7ea7\u9aa8\u5e72，\u901a\u8fc7\u65e0\u53c2\u6570 HFF \u6280\u672f\u89e3\u51b3\u6805\u683c\u6548\u5e94，\u6a21\u578b\u5927\u5c0f\u4ec5\u4e3a 5.2MB\u3002<\/li>\n<\/ul>\n<\/li>\n
\u7814\u7a76\u7b56\u7565<\/h5>\n
- \n
- \u52a8\u6001\u8def\u7531\u8bbe\u8ba1：\u5f15\u5165\u95e8\u63a7\u673a\u5236（\u5982 Gated Linear Units）\u63a7\u5236\u4e0d\u540c\u5206\u652f\u7684\u6fc0\u6d3b\u3002<\/li>\n
- \u8de8\u4efb\u52a1\u8fc1\u79fb：\u9a8c\u8bc1\u52a8\u6001\u6a21\u578b\u5728\u591a\u4efb\u52a1\u5b66\u4e60\u4e2d\u7684\u6cdb\u5316\u80fd\u529b（\u5982\u56fe\u50cf\u5206\u7c7b + \u5206\u5272）\u3002<\/li>\n<\/ul>\n
\u516d\u3001LLM + \u8ba1\u7b97\u673a\u89c6\u89c9：\u591a\u6a21\u6001\u667a\u80fd\u4f53\u7684\u843d\u5730\u7a81\u7834<\/h4>\n
\u7ed3\u5408\u4f18\u52bf<\/h5>\n
- \n
- \u590d\u6742\u6307\u4ee4\u6267\u884c：\u5927\u8bed\u8a00\u6a21\u578b（LLM）\u7684\u8bed\u8a00\u7406\u89e3\u548c\u63a8\u7406\u80fd\u529b\u53ef\u5f15\u5bfc\u8ba1\u7b97\u673a\u89c6\u89c9\u6a21\u578b\u5b8c\u6210\u591a\u6b65\u9aa4\u4efb\u52a1（\u5982 \u201c\u627e\u5230\u7ea2\u8272\u76d2\u5b50\u5e76\u63cf\u8ff0\u5176\u7528\u9014\u201d）\u3002<\/li>\n
- \u8de8\u6a21\u6001\u4ea4\u4e92：\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63a5\u53e3\u5b9e\u73b0\u4eba\u673a\u534f\u4f5c（\u5982\u673a\u5668\u4eba\u63a7\u5236\u3001\u667a\u80fd\u5ba2\u670d）\u3002<\/li>\n<\/ul>\n
\u521b\u65b0\u70b9\u4e0e\u6848\u4f8b<\/h5>\n
- \n
\u591a\u6a21\u6001\u5bf9\u9f50\u4e0e\u63a8\u7406<\/p>\n
- \n
- \u591a\u6a21\u6001 AI Agent：\u6574\u5408 LLM（\u5982 GPT-4）\u548c\u89c6\u89c9\u6a21\u578b（\u5982 SAM），\u901a\u8fc7\u7279\u5f81\u62fc\u63a5\u548c\u903b\u8f91\u56de\u5f52\u5206\u7c7b\u5668\u5b9e\u73b0 \u201c\u6587\u672c\u6307\u4ee4\u2192\u89c6\u89c9\u8bc6\u522b\u2192\u51b3\u7b56\u6267\u884c\u201d \u7684\u95ed\u73af，\u5728\u667a\u80fd\u5ba2\u670d\u573a\u666f\u4e2d\u54cd\u5e94\u51c6\u786e\u7387\u63d0\u5347 25%\u3002<\/li>\n
- Mask DINO：\u6269\u5c55 DINO \u6846\u67b6，\u901a\u8fc7\u67e5\u8be2\u5d4c\u5165\u4e0e\u9ad8\u5206\u8fa8\u7387\u50cf\u7d20\u5d4c\u5165\u7684\u70b9\u79ef\u9884\u6d4b mask，\u7edf\u4e00\u76ee\u6807\u68c0\u6d4b\u548c\u5206\u5272\u4efb\u52a1，\u5728 COCO \u5168\u666f\u5206\u5272\u4e2d\u8fbe\u5230 59.4 PQ \u7684 SOTA \u6027\u80fd\u3002<\/li>\n<\/ul>\n<\/li>\n
- \n
\u8de8\u6a21\u6001\u751f\u6210\u4e0e\u53d9\u4e8b<\/p>\n
- \n
- NExT-GPT：\u901a\u8fc7 LLM \u4e0e\u6269\u6563\u89e3\u7801\u5668\u7684\u8f7b\u91cf\u9002\u914d，\u652f\u6301\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u7684\u4efb\u610f\u6a21\u6001\u8f93\u5165 – \u8f93\u51fa，\u4ec5\u9700\u8c03\u6574 1% \u53c2\u6570\u5373\u53ef\u751f\u6210\u8fde\u8d2f\u89c6\u9891\u5e8f\u5217，\u5728\u591a\u6a21\u6001\u53d9\u4e8b\u4efb\u52a1\u4e2d\u8d85\u8d8a\u73b0\u6709\u6a21\u578b\u3002<\/li>\n
- BLIP-2：\u901a\u8fc7\u51bb\u7ed3\u9884\u8bad\u7ec3 ViT \u548c LLM \u7684\u53c2\u6570，\u4ec5\u5fae\u8c03\u8de8\u6a21\u6001\u63a5\u53e3\u5b9e\u73b0\u9ad8\u6548\u5bf9\u9f50，\u5728\u89c6\u89c9\u95ee\u7b54\u4efb\u52a1\u4e2d\u53c2\u6570\u91cf\u6bd4 Flamingo \u51cf\u5c11 60%\u3002<\/li>\n<\/ul>\n<\/li>\n
\u7814\u7a76\u7b56\u7565<\/h5>\n
- \n
- \u4e0a\u4e0b\u6587\u5b66\u4e60\u4f18\u5316：\u8bbe\u8ba1\u53ef\u89e3\u91ca\u7684\u63d0\u793a\u5de5\u7a0b\u6846\u67b6（\u5982\u601d\u7ef4\u94fe\u5206\u89e3\u590d\u6742\u4efb\u52a1）\u3002<\/li>\n
- \u5b9e\u65f6\u4ea4\u4e92\u673a\u5236：\u63a2\u7d22\u7aef\u5230\u7aef\u7684\u591a\u6a21\u6001\u5bf9\u8bdd\u7cfb\u7edf（\u5982\u7ed3\u5408\u8bed\u97f3\u8bc6\u522b\u548c\u89c6\u89c9\u53cd\u9988）\u3002<\/li>\n<\/ul>\n
\u7814\u7a76\u7b56\u7565\u4e0e\u8d8b\u52bf\u6d1e\u5bdf<\/h4>\n
- \n
\u95ee\u9898\u5bfc\u5411\u7684\u6df1\u5ea6\u878d\u5408<\/p>\n
- \n
- \u907f\u514d\u7b80\u5355\u62fc\u63a5\u6a21\u578b，\u9700\u8bbe\u8ba1\u521b\u65b0\u878d\u5408\u673a\u5236（\u5982\u52a8\u6001\u8def\u7531\u3001\u5c42\u6b21\u5316\u7279\u5f81\u5bf9\u9f50）\u3002\u4f8b\u5982，\u5728\u533b\u5b66\u56fe\u50cf\u4e2d，\u53ef\u7ed3\u5408\u5c0f\u6ce2\u53d8\u6362\u7684\u591a\u5c3a\u5ea6\u7279\u6027\u548c Transformer \u7684\u5168\u5c40\u5efa\u6a21\u80fd\u529b，\u89e3\u51b3\u566a\u58f0\u9c81\u68d2\u6027\u95ee\u9898\u3002<\/li>\n<\/ul>\n<\/li>\n
- \n
\u8de8\u9886\u57df\u8fc1\u79fb\u5b66\u4e60<\/p>\n
- \n
- \u5c06 NLP \u4e2d\u7684\u81ea\u76d1\u7763\u65b9\u6cd5（\u5982 SimCSE）\u8fc1\u79fb\u81f3 CV，\u6216\u501f\u9274\u591a\u6a21\u6001\u6a21\u578b\u7684\u8de8\u6a21\u6001\u5bf9\u9f50\u6280\u672f\u3002\u4f8b\u5982，\u7528\u5bf9\u6bd4\u5b66\u4e60\u4f18\u5316\u9065\u611f\u56fe\u50cf\u4e0e\u6587\u672c\u6807\u7b7e\u7684\u8bed\u4e49\u4e00\u81f4\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n
- \n
\u7406\u8bba\u5206\u6790\u4e0e\u5b9e\u9a8c\u9a8c\u8bc1<\/p>\n
- \n
- \u7ed3\u5408\u6570\u5b66\u7406\u8bba（\u5982\u5c0f\u6ce2\u53d8\u6362\u7684\u65f6\u9891\u5206\u6790\u3001\u4fe1\u606f\u8bba）\u89e3\u91ca\u6a21\u578b\u4f18\u52bf，\u540c\u65f6\u901a\u8fc7\u6d88\u878d\u5b9e\u9a8c\u9a8c\u8bc1\u5173\u952e\u6a21\u5757\u7684\u6709\u6548\u6027（\u5982 MoleSG \u7684\u975e\u91cd\u53e0\u63a9\u6a21\u7b56\u7565）\u3002<\/li>\n<\/ul>\n<\/li>\n
- \n
\u786c\u4ef6\u611f\u77e5\u4e0e\u843d\u5730\u4ef7\u503c<\/p>\n
- \n
- \u7ed3\u5408 NAS \u8bbe\u8ba1\u9002\u914d\u79fb\u52a8\u7aef\u7684\u8f7b\u91cf\u5316\u6a21\u578b（\u5982 RepViT），\u6216\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u63d0\u5347\u8fb9\u7f18\u8bbe\u5907\u7684\u63a8\u7406\u6548\u7387\u3002<\/li>\n<\/ul>\n<\/li>\n
\u603b\u7ed3<\/h4>\n
\u9009\u62e9\u6a21\u578b\u7ec4\u5408\u65f6，\u5efa\u8bae\u4f18\u5148\u805a\u7126\u9886\u57df\u75db\u70b9（\u5982\u533b\u5b66\u56fe\u50cf\u7684\u566a\u58f0\u9c81\u68d2\u6027）\u6216\u6280\u672f\u7a7a\u767d（\u5982\u52a8\u6001\u56fe\u7684\u9ad8\u6548\u5efa\u6a21），\u5e76\u901a\u8fc7\u5b9e\u9a8c\u9a8c\u8bc1\u878d\u5408\u7b56\u7565\u7684\u72ec\u7279\u4f18\u52bf\u3002\u5f53\u524d，\u591a\u6a21\u6001\u4e0e\u751f\u6210\u6a21\u578b\u7684\u7ed3\u5408（\u5982 Chameleon\u3001Show-o）\u3001Transformer \u4e0e CNN \u7684\u6df7\u5408\u67b6\u6784（\u5982 TCNet\u3001CMLFormer）\u3001\u81ea\u76d1\u7763\u5b66\u4e60\u4e0e\u591a\u6a21\u6001\u7684\u534f\u540c（\u5982 MoleSG\u3001DINO）\u662f\u9876\u4f1a\u8bba\u6587\u7684\u4e09\u5927\u70ed\u70b9\u65b9\u5411，\u517c\u5177\u521b\u65b0\u6027\u548c\u843d\u5730\u4ef7\u503c\u3002<\/p>\n
<\/p>\n","protected":false},"excerpt":{"rendered":"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb588\u6b21\uff0c\u70b9\u8d5e20\u6b21\uff0c\u6536\u85cf19\u6b21\u3002\u672c\u6587\u603b\u7ed3\u4e86\u4eba\u5de5\u667a\u80fd\u9886\u57df\u516d\u5927\u521b\u65b0\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u53ca\u5176\u7814\u7a76\u4ef7\u503c\uff1a1. Transformer+CNN\u5b9e\u73b0\u5168\u5c40-\u5c40\u90e8\u7279\u5f81\u4e92\u8865\uff1b2. \u591a\u6a21\u6001+\u751f\u6210\u6a21\u578b\u6784\u5efa\u8de8\u6a21\u6001\u751f\u6210\u8303\u5f0f\uff1b3. \u81ea\u76d1\u7763+\u591a\u6a21\u6001\u63d0\u5347\u5c0f\u6837\u672c\u5b66\u4e60\u80fd\u529b\uff1b4. \u5c0f\u6ce2\u53d8\u6362+Transformer\u589e\u5f3a\u9891\u7387\u57df\u5efa\u6a21\uff1b5. \u52a8\u6001\u7f51\u7edc+\u8f7b\u91cf\u5316\u6a21\u578b\u4f18\u5316\u8ba1\u7b97\u6548\u7387\uff1b6. LLM+\u8ba1\u7b97\u673a\u89c6\u89c9\u5b9e\u73b0\u591a\u6a21\u6001\u667a\u80fd\u4ea4\u4e92\u3002\u7814\u7a76\u663e\u793a\uff0c\u8fd9\u4e9b\u7ec4\u5408\u901a\u8fc7\u521b\u65b0\u67b6\u6784\u8bbe\u8ba1\uff08\u5982\u4ea4\u4e92\u81ea\u6ce8\u610f\u529b\u3001\u52a8\u6001\u8def\u7531\u7b49\uff09\u5728\u591a\u4e2a\u9886\u57df\u8fbe\u5230SOTA\u6027\u80fd\uff0c\u5176\u4e2d\u591a\u6a21\u6001\u751f\u6210\u3001\u6df7\u5408\u67b6\u6784\u548c\u81ea\u76d1\u7763\u534f\u540c\u6210\u4e3a\u5f53\u524d\u9876\u4f1a\u8bba\u6587\u7684\u4e09\u5927\u70ed\u70b9\u65b9\u5411\u3002<\/p>\n","protected":false},"author":2,"featured_media":55992,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[587,841,50,2831,132,86,523,2643],"topic":[],"class_list":["post-55996","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-587","tag-transformer","tag-50","tag-2831","tag-132","tag-86","tag-523","tag-2643"],"yoast_head":"\n
\u516d\u5927AI\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u7ed3\u5408\u597d\u51fa\u8bba\u6587\uff1a\u5c0f\u6ce2\u53d8\u6362\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001transformer\u3001CNN\u3001LLM - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/55996.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u516d\u5927AI\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u7ed3\u5408\u597d\u51fa\u8bba\u6587\uff1a\u5c0f\u6ce2\u53d8\u6362\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001transformer\u3001CNN\u3001LLM - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb588\u6b21\uff0c\u70b9\u8d5e20\u6b21\uff0c\u6536\u85cf19\u6b21\u3002\u672c\u6587\u603b\u7ed3\u4e86\u4eba\u5de5\u667a\u80fd\u9886\u57df\u516d\u5927\u521b\u65b0\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u53ca\u5176\u7814\u7a76\u4ef7\u503c\uff1a1. Transformer+CNN\u5b9e\u73b0\u5168\u5c40-\u5c40\u90e8\u7279\u5f81\u4e92\u8865\uff1b2. \u591a\u6a21\u6001+\u751f\u6210\u6a21\u578b\u6784\u5efa\u8de8\u6a21\u6001\u751f\u6210\u8303\u5f0f\uff1b3. \u81ea\u76d1\u7763+\u591a\u6a21\u6001\u63d0\u5347\u5c0f\u6837\u672c\u5b66\u4e60\u80fd\u529b\uff1b4. \u5c0f\u6ce2\u53d8\u6362+Transformer\u589e\u5f3a\u9891\u7387\u57df\u5efa\u6a21\uff1b5. \u52a8\u6001\u7f51\u7edc+\u8f7b\u91cf\u5316\u6a21\u578b\u4f18\u5316\u8ba1\u7b97\u6548\u7387\uff1b6. LLM+\u8ba1\u7b97\u673a\u89c6\u89c9\u5b9e\u73b0\u591a\u6a21\u6001\u667a\u80fd\u4ea4\u4e92\u3002\u7814\u7a76\u663e\u793a\uff0c\u8fd9\u4e9b\u7ec4\u5408\u901a\u8fc7\u521b\u65b0\u67b6\u6784\u8bbe\u8ba1\uff08\u5982\u4ea4\u4e92\u81ea\u6ce8\u610f\u529b\u3001\u52a8\u6001\u8def\u7531\u7b49\uff09\u5728\u591a\u4e2a\u9886\u57df\u8fbe\u5230SOTA\u6027\u80fd\uff0c\u5176\u4e2d\u591a\u6a21\u6001\u751f\u6210\u3001\u6df7\u5408\u67b6\u6784\u548c\u81ea\u76d1\u7763\u534f\u540c\u6210\u4e3a\u5f53\u524d\u9876\u4f1a\u8bba\u6587\u7684\u4e09\u5927\u70ed\u70b9\u65b9\u5411\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/55996.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2025-08-14T03:04:54+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814030448-689d5250eb93a.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/55996.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/55996.html\",\"name\":\"\u516d\u5927AI\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u7ed3\u5408\u597d\u51fa\u8bba\u6587\uff1a\u5c0f\u6ce2\u53d8\u6362\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001transformer\u3001CNN\u3001LLM - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2025-08-14T03:04:54+00:00\",\"dateModified\":\"2025-08-14T03:04:54+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/55996.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/55996.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/55996.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u516d\u5927AI\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u7ed3\u5408\u597d\u51fa\u8bba\u6587\uff1a\u5c0f\u6ce2\u53d8\u6362\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001transformer\u3001CNN\u3001LLM\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u516d\u5927AI\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u7ed3\u5408\u597d\u51fa\u8bba\u6587\uff1a\u5c0f\u6ce2\u53d8\u6362\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001transformer\u3001CNN\u3001LLM - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/55996.html","og_locale":"zh_CN","og_type":"article","og_title":"\u516d\u5927AI\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u7ed3\u5408\u597d\u51fa\u8bba\u6587\uff1a\u5c0f\u6ce2\u53d8\u6362\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001transformer\u3001CNN\u3001LLM - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb588\u6b21\uff0c\u70b9\u8d5e20\u6b21\uff0c\u6536\u85cf19\u6b21\u3002\u672c\u6587\u603b\u7ed3\u4e86\u4eba\u5de5\u667a\u80fd\u9886\u57df\u516d\u5927\u521b\u65b0\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u53ca\u5176\u7814\u7a76\u4ef7\u503c\uff1a1. Transformer+CNN\u5b9e\u73b0\u5168\u5c40-\u5c40\u90e8\u7279\u5f81\u4e92\u8865\uff1b2. \u591a\u6a21\u6001+\u751f\u6210\u6a21\u578b\u6784\u5efa\u8de8\u6a21\u6001\u751f\u6210\u8303\u5f0f\uff1b3. \u81ea\u76d1\u7763+\u591a\u6a21\u6001\u63d0\u5347\u5c0f\u6837\u672c\u5b66\u4e60\u80fd\u529b\uff1b4. \u5c0f\u6ce2\u53d8\u6362+Transformer\u589e\u5f3a\u9891\u7387\u57df\u5efa\u6a21\uff1b5. \u52a8\u6001\u7f51\u7edc+\u8f7b\u91cf\u5316\u6a21\u578b\u4f18\u5316\u8ba1\u7b97\u6548\u7387\uff1b6. LLM+\u8ba1\u7b97\u673a\u89c6\u89c9\u5b9e\u73b0\u591a\u6a21\u6001\u667a\u80fd\u4ea4\u4e92\u3002\u7814\u7a76\u663e\u793a\uff0c\u8fd9\u4e9b\u7ec4\u5408\u901a\u8fc7\u521b\u65b0\u67b6\u6784\u8bbe\u8ba1\uff08\u5982\u4ea4\u4e92\u81ea\u6ce8\u610f\u529b\u3001\u52a8\u6001\u8def\u7531\u7b49\uff09\u5728\u591a\u4e2a\u9886\u57df\u8fbe\u5230SOTA\u6027\u80fd\uff0c\u5176\u4e2d\u591a\u6a21\u6001\u751f\u6210\u3001\u6df7\u5408\u67b6\u6784\u548c\u81ea\u76d1\u7763\u534f\u540c\u6210\u4e3a\u5f53\u524d\u9876\u4f1a\u8bba\u6587\u7684\u4e09\u5927\u70ed\u70b9\u65b9\u5411\u3002","og_url":"https:\/\/www.wsisp.com\/helps\/55996.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2025-08-14T03:04:54+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814030448-689d5250eb93a.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"3 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/55996.html","url":"https:\/\/www.wsisp.com\/helps\/55996.html","name":"\u516d\u5927AI\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u7ed3\u5408\u597d\u51fa\u8bba\u6587\uff1a\u5c0f\u6ce2\u53d8\u6362\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001transformer\u3001CNN\u3001LLM - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2025-08-14T03:04:54+00:00","dateModified":"2025-08-14T03:04:54+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/55996.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/55996.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/55996.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u516d\u5927AI\u6a21\u578b\u7ec4\u5408\u65b9\u5411\u7ed3\u5408\u597d\u51fa\u8bba\u6587\uff1a\u5c0f\u6ce2\u53d8\u6362\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001transformer\u3001CNN\u3001LLM"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/55996","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=55996"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/55996\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/55992"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=55996"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=55996"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=55996"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=55996"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
- \u7ed3\u5408 NAS \u8bbe\u8ba1\u9002\u914d\u79fb\u52a8\u7aef\u7684\u8f7b\u91cf\u5316\u6a21\u578b（\u5982 RepViT），\u6216\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u63d0\u5347\u8fb9\u7f18\u8bbe\u5907\u7684\u63a8\u7406\u6548\u7387\u3002<\/li>\n<\/ul>\n<\/li>\n