CiCo\uff1a\u57fa\u4e8e\u8de8\u8bed\u8a00\u5bf9\u6bd4\u5b66\u4e60\u7684\u57df\u53ef\u611f\u77e5\u624b\u8bed\u68c0\u7d22<\/h3>\n\n\n\n![\"paper](\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/cvpr-2023-1-1024x302.jpg\")
<\/figure>\n\n\n\n\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2303.12793.pdf<\/p>\n\n\n\n
\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/FangyunWei\/SLRT<\/p>\n\n\n\n
\u6700\u8fd1\uff0c\u624b\u8bed\u7406\u89e3\u9886\u57df\u4e2d\u63d0\u51fa\u4e86\u5168\u65b0\u7684\u624b\u8bed\u68c0\u7d22\u4efb\u52a1\uff0c\u5305\u542b\u6587\u672c-\u624b\u8bed\u89c6\u9891\u68c0\u7d22\u3001\u624b\u8bed\u89c6\u9891-\u6587\u672c\u68c0\u7d22\u4e24\u4e2a\u5b50\u4efb\u52a1\u3002\u4e0e\u4f20\u7edf\u7684\u89c6\u9891\u6587\u672c\u68c0\u7d22\u4e0d\u540c\uff0c\u624b\u8bed\u89c6\u9891\u4e0d\u4ec5\u5305\u542b\u89c6\u89c9\u4fe1\u53f7\uff0c\u4f5c\u4e3a\u4e00\u79cd\u81ea\u7136\u8bed\u8a00\uff0c\u5b83\u8fd8\u627f\u8f7d\u7740\u4e30\u5bcc\u7684\u8bed\u4e49\u4fe1\u606f\u3002\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5c06\u624b\u8bed\u68c0\u7d22\u540c\u65f6\u5b9a\u4e49\u4e3a\u89c6\u9891\u6587\u672c\u68c0\u7d22\u95ee\u9898\u548c\u8de8\u8bed\u8a00\u68c0\u7d22\u95ee\u9898\uff0c\u63d0\u51fa\u4e86\u57fa\u4e8e\u8de8\u8bed\u8a00\u5bf9\u6bd4\u5b66\u4e60\u7684\u57df\u53ef\u611f\u77e5\u624b\u8bed\u68c0\u7d22\u7b97\u6cd5 CiCo\u3002<\/p>\n\n\n\n
\u6839\u636e\u624b\u8bed\u548c\u81ea\u7136\u8bed\u8a00\u7684\u8bed\u8a00\u7279\u6027\uff0cCiCo \u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u7684\u65b9\u5f0f\u5c06\u6587\u672c\u548c\u624b\u8bed\u89c6\u9891\u6620\u5c04\u81f3\u8054\u5408\u5d4c\u5165\u7a7a\u95f4\uff0c\u540c\u65f6\u5b66\u4e60\u8bc6\u522b\u7ec6\u7c92\u5ea6\u7684\u624b\u8bed\u5230\u5355\u8bcd\u7684\u8de8\u8bed\u8a00\u6620\u5c04\u3002\u53e6\u5916\uff0c\u4e3a\u4e86\u7f13\u89e3\u624b\u8bed\u68c0\u7d22\u4efb\u52a1\u7684\u6570\u636e\u7a00\u7f3a\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u5f15\u5165\u4e86\u5728\u5927\u89c4\u6a21\u624b\u8bed\u89c6\u9891\u6570\u636e\u96c6\u4e0a\u9884\u8bad\u7ec3\u7684\u57df\u65e0\u5173\u624b\u8bed\u7f16\u7801\u5668\uff0c\u5e76\u751f\u6210\u4e86\u4f2a\u6807\u7b7e\u6807\u6ce8\u6765\u5fae\u8c03\u7f16\u7801\u5668\uff0c\u4ece\u800c\u83b7\u5f97\u9002\u7528\u4e8e\u76ee\u6807\u57df\u7684\u57df\u53ef\u611f\u77e5\u624b\u8bed\u7f16\u7801\u5668\u3002CiCo \u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u663e\u8457\u8d85\u8d8a\u4e86\u73b0\u6709\u65b9\u6cd5\uff0c\u4f8b\u5982\uff0c\u5728 How2Sign \u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86 T2V+22.4 \u548c V2T+28.0 \u7684 R@1 \u63d0\u5347\u3002\u7814\u7a76\u5458\u4eec\u5e0c\u671b CiCo \u53ef\u4ee5\u6210\u4e3a\u624b\u8bed\u68c0\u7d22\u4e2d\u53ef\u9760\u7684\u57fa\u51c6\u6a21\u578b\u3002<\/p>\n\n\n\n
<\/p>\n\n\n\n![\"\u56fe1\uff1aCiCo](\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/cvpr-2023-2-1024x421.png\")
\u56fe1\uff1aCiCo \u7684\u6a21\u578b\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n<\/p>\n\n\n\n
\u81ea\u7136\u8bed\u8a00\u8f85\u52a9\u7684\u624b\u8bed\u8bc6\u522b<\/h3>\n\n\n\n![\"paper](\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/cvpr-2023-3-1024x229.jpg\")
<\/figure>\n\n\n\n\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2303.12080<\/p>\n\n\n\n
\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/FangyunWei\/SLRT<\/p>\n\n\n\n
\u5e7f\u6cdb\u5e94\u7528\u4e8e\u804b\u54d1\u4eba\u7fa4\u4f53\u7684\u624b\u8bed\u662f\u4e00\u79cd\u901a\u8fc7\u89c6\u89c9\u4fe1\u53f7\u4f20\u9012\u4fe1\u606f\u7684\u8bed\u8a00\u3002\u7136\u800c\uff0c\u5927\u91cf\u89c6\u89c9\u4e0a\u76f8\u4f3c\u7684\u624b\u52bf\u6781\u5927\u5730\u9650\u5236\u4e86\u624b\u8bed\u8bc6\u522b\u6a21\u578b\u7684\u51c6\u786e\u7387\u3002\u867d\u7136\u8fd9\u4e9b\u624b\u52bf\u96be\u4ee5\u53ea\u51ed\u773c\u529b\u533a\u5206\uff0c\u4f46\u5b83\u4eec\u7684\u6587\u672c\u6807\u7b7e\uff08\u901a\u5e38\u4e3a\u4e00\u4e2a\u5355\u8bcd\uff09\u5374\u53ef\u4ee5\u63d0\u4f9b\u66f4\u591a\u6709\u7528\u7684\u4fe1\u606f\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u81ea\u7136\u8bed\u8a00\u8f85\u52a9\u7684\u624b\u8bed\u8bc6\u522b\u6a21\u578b\uff08NLA-SLR\uff09\u3002<\/p>\n\n\n\n
\u9996\u5148\uff0c\u5bf9\u4e8e\u8bed\u4e49\u76f8\u4f3c\u7684\u624b\u52bf\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u81ea\u7136\u8bed\u8a00\u611f\u77e5\u7684\u6807\u7b7e\u5e73\u6ed1\u3002\u5982\u56fe2\uff08a\uff09\u6240\u793a\uff0c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u8ba1\u7b97\u5f53\u524d\u624b\u52bf\u6807\u7b7e\u4e0e\u8bcd\u6c47\u8868\u4e2d\u6bcf\u4e2a\u6807\u7b7e\u7684\u8bed\u4e49\u76f8\u4f3c\u5ea6\uff0c\u5e76\u6839\u636e\u76f8\u4f3c\u5ea6\u5411\u91cf\u751f\u6210\u8f6f\u5316\u6807\u7b7e\u4f5c\u4e3a\u4f18\u5316\u76ee\u6807\u3002\u8fd9\u4e00\u6280\u672f\u80fd\u591f\u6709\u6548\u6b63\u5219\u5316\u6a21\u578b\uff0c\u964d\u4f4e\u8bad\u7ec3\u96be\u5ea6\u3002\u5176\u6b21\uff0c\u5bf9\u4e8e\u8bed\u4e49\u5dee\u522b\u5927\u7684\u624b\u52bf\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u8de8\u6a21\u6001\u6df7\u5408\uff0c\u5982\u56fe\uff08b\uff09\u6240\u793a\u901a\u8fc7\u5c06\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6a21\u578b\u7684\u89c6\u89c9\u7279\u5f81\u4e0e\u8bcd\u6c47\u8868\u4e2d\u7684\u6587\u672c\u7279\u5f81\u4e00\u4e00\u6df7\u5408\uff0c\u5e76\u8bbe\u8ba1\u76f8\u5e94\u7684\u8de8\u6a21\u6001\u6df7\u5408\u6807\u7b7e\uff0c\u80fd\u591f\u5728\u81ea\u7136\u8bed\u8a00\u7684\u5e2e\u52a9\u4e0b\u63d0\u9ad8\u624b\u52bf\u7684\u53ef\u5206\u6027\uff0c\u4ece\u800c\u63d0\u5347\u6a21\u578b\u6027\u80fd\u3002\u6700\u540e\uff0c\u7ecf\u8fc7\u4e09\u4e2a\u5e7f\u6cdb\u4f7f\u7528\u7684\u6807\u51c6\u6570\u636e\u96c6\u4e2d\u7684\u9a8c\u8bc1\uff0c NLA-SLR \u5747\u8fbe\u5230\u4e86\u6700\u9ad8\u7684\u8bc6\u522b\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n
<\/p>\n\n\n\n![\"\u56fe2\uff1a\uff08a\uff09\u57fa\u4e8e\u8bed\u4e49\u76f8\u4f3c\u6027\u7684\u6807\u7b7e\u5e73\u6ed1\uff1b\uff08b\uff09\u8de8\u6a21\u6001\u7279\u5f81\u6df7\u5408\u3002\"](\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/cvpr-2023-4-1024x191.png\")
\u56fe2\uff1a\uff08a\uff09\u57fa\u4e8e\u8bed\u4e49\u76f8\u4f3c\u6027\u7684\u6807\u7b7e\u5e73\u6ed1\uff1b\uff08b\uff09\u8de8\u6a21\u6001\u7279\u5f81\u6df7\u5408\u3002<\/figcaption><\/figure>\n\n\n\n<\/p>\n\n\n\n
MM-Diffusion\uff1a\u751f\u6210\u97f3\u89c6\u9891\u7684\u53cc\u6a21\u6001\u6269\u6563\u6a21\u578b<\/h3>\n\n\n\n![\"paper](\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/cvpr-2023-5-1024x373.jpg\")
<\/figure>\n\n\n\n\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2212.09478<\/p>\n\n\n\n
\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/researchmm\/MM-Diffusion<\/p>\n\n\n\n
\u8fd1\u5e74\u6765\uff0c\u6269\u6563\u6a21\u578b\u5df2\u7ecf\u5728\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u7b49\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6210\u679c\u3002\u4f46\u662f\u76ee\u524d\u7684\u7814\u7a76\u4e3b\u8981\u805a\u7126\u5728\u89c6\u89c9\u6216\u542c\u89c9\u7684\u5355\u6a21\u6001\u751f\u6210\uff0c\u8fd9\u6837\u751f\u6210\u51fa\u6765\u7684\u5185\u5bb9\u4e0e\u771f\u5b9e\u7f51\u7edc\u4e16\u754c\u7684\u89c6\u9891\u4f9d\u7136\u6709\u8f83\u5927\u5dee\u8ddd\uff0c\u4e0d\u7b26\u5408\u4eba\u4eec\u7684\u89c6\u542c\u4e60\u60ef\u3002\u540c\u65f6\uff0c\u4ece\u7814\u7a76\u7684\u89d2\u5ea6\u51fa\u53d1\uff0c\u89c6\u9891\u548c\u97f3\u9891\u5728\u65f6\u5e8f\u4e0a\u4e5f\u662f\u5929\u7136\u5bf9\u9f50\u7684\u3002\u56e0\u6b64\uff0c\u8fd9\u7bc7\u5de5\u4f5c\u65e8\u5728\u63a2\u7d22\u97f3\u89c6\u9891\u53cc\u6a21\u6001\u540c\u65f6\u751f\u6210\u7684\u65b0\u65b9\u6cd5\u3002\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u57fa\u4e8e\u53cc\u6d41 U \u5f62\u7f51\u7edc\u7684\u591a\u6a21\u6001\u6269\u6563\u6a21\u578b MM-Diffusion\u3002\u8be5\u65b9\u6cd5\u4e0d\u4ec5\u5728\u97f3\u89c6\u9891\u5355\u6a21\u6001\u8d28\u91cf\u7684\u5bf9\u6bd4\u8d85\u8fc7\u4e86\u5f53\u524d\u7684\u6700\u4f73\u65b9\u6cd5\uff0c\u8fd8\u5728\u540c\u6b65\u751f\u6210\u89c6\u9891-\u97f3\u9891\u4efb\u52a1\u4e2d\u9a8c\u8bc1\u4e86\u80fd\u63d0\u9ad8\u58f0\u3001\u753b\u5404\u81ea\u6a21\u6001\u7684\u751f\u6210\u8d28\u91cf\u3002<\/p>\n\n\n\n
<\/p>\n\n\n\n![\"\u56fe3\uff1a\u89c6\u9891-\u97f3\u9891\u751f\u6210\u6837\u4f8b\"](\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/cvpr-2023-6-1024x292.jpg\")
\u56fe3\uff1a\u89c6\u9891-\u97f3\u9891\u751f\u6210\u6837\u4f8b<\/figcaption><\/figure>\n\n\n\nMM-Diffusion \u9996\u5148\u5c06\u53ea\u80fd\u6784\u5efa\u5355\u4e2a\u5206\u5e03\u7684\u6269\u6563\u6a21\u578b\u673a\u5236\u6269\u5c55\u5230\u6784\u5efa\u591a\u4e2a\u5206\u5e03\uff08\u5982\u56fe4\u6240\u793a\uff09\u3002\u7531\u4e8e\u97f3\u89c6\u9891\u5206\u5e03\u7684\u5f62\u72b6\u4e0d\u540c\u3001\u6a21\u6001\u5dee\u5f02\u8f83\u5927\uff0c\u524d\u5411\u6269\u6563\u8fc7\u7a0b\u7684\u52a0\u566a\u5904\u7406\u9700\u8981\u72ec\u7acb\u8fdb\u884c\uff0c\u4f46\u7531\u4e8e\u97f3\u89c6\u9891\u7684\u76f8\u5173\u6027\uff0c\u53cd\u5411\u9006\u6269\u6563\u8fc7\u7a0b\u5219\u91c7\u53d6\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u97f3\u89c6\u9891\u6a21\u578b\u540c\u65f6\u964d\u566a\u53cc\u6a21\u6001\u3002<\/p>\n\n\n\n
<\/p>\n\n\n\n![\"\u56fe4\uff1aMM-Diffusion](\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/cvpr-2023-7-1024x356.png\")
\u56fe4\uff1aMM-Diffusion \u793a\u610f\u56fe<\/figcaption><\/figure>\n\n\n\n<\/p>\n\n\n\n
\u4e3a\u4e86\u6784\u5efa\u9002\u914d\u97f3\u89c6\u9891\u7684\u7edf\u4e00\u964d\u566a\u6a21\u578b\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u53cc\u6d41 U \u5f62\u7f51\u7edc\u3002\u5982\u56fe5\u6240\u793a\uff0c\u53cc\u6d41 U \u5f62\u7f51\u7edc\u7531\u97f3\u9891\u5b50\u7f51\u7edc\u548c\u89c6\u9891\u5b50\u7f51\u7edc\u6784\u6210\u3002\u97f3\u9891\u5b50\u7f51\u7edc\u4ee5\u7a7a\u6d1e\u5377\u79ef\u4e3a\u4e3b\u8981\u7ed3\u6784\uff0c\u5bf9\u97f3\u9891\u4e00\u7ef4\u6ce2\u5f62\u6570\u636e\u8fdb\u884c\u957f\u65f6\u5e8f\u5efa\u6a21\uff1b\u89c6\u9891\u5b50\u7f51\u7edc\u91c7\u7528\u4e8c\u7ef4\u4e00\u7ef4\u5377\u79ef\u5c42\u548c\u4e8c\u7ef4\u4e00\u7ef4\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5bf9\u89c6\u9891\u4e09\u7ef4\u6570\u636e\u8fdb\u884c\u65f6\u7a7a\u5efa\u6a21\u3002\u4e4b\u540e\uff0c\u5728\u82e5\u5e72\u76f8\u4ea4\u8282\u70b9\u5bf9\u4e24\u652f\u5b50\u7f51\u7edc\u505a\u8de8\u6a21\u6001\u5bf9\u9f50\u3002\u7136\u800c\u7531\u4e8e\u97f3\u89c6\u9891\u4e24\u4e2a\u6a21\u6001\u7684\u50cf\u7d20\u7a7a\u95f4\u90fd\u975e\u5e38\u5de8\u5927\uff0c\u76f4\u63a5\u4f7f\u7528\u8de8\u6a21\u6001\u6ce8\u610f\u529b\u673a\u5236\u5bf9\u9f50\u5e76\u4e0d\u73b0\u5b9e\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u4e86\u57fa\u4e8e\u968f\u673a\u504f\u79fb\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u7528\u5c40\u90e8\u7684\u6ce8\u610f\u529b\u673a\u5236\u7684\u8fd0\u7b97\u7c7b\u63a8\uff0c\u8fdb\u800c\u8d77\u5230\u5168\u5c40\u5bf9\u9f50\u7684\u6548\u679c\u3002<\/p>\n\n\n\n
<\/p>\n\n\n\n![\"\u56fe5\uff1a\u53cc\u6d41](\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/cvpr-2023-8-1024x422.png\")
\u56fe5\uff1a\u53cc\u6d41 U \u5f62\u7f51\u7edc\u6a21\u578b\u56fe<\/figcaption><\/figure>\n\n\n\n<\/p>\n\n\n\n
\u7814\u7a76\u5458\u4eec\u5728\u4e0d\u540c\u7684\u6570\u636e\u96c6\u4e0a\u9a8c\u8bc1\u4e86 MM-Diffusion\u3002\u5b9e\u9a8c\u8bc1\u660e\uff0c\u4e0d\u8bba\u662f\u5ba2\u89c2\u6307\u6807\u8fd8\u662f\u4e3b\u89c2\u8bc4\u6d4b\uff0cMM-Diffusion \u5747\u8d85\u8fc7\u4e86\u4e4b\u524d\u53ef\u590d\u73b0\u5355\u6a21\u6001\u751f\u6210\u7684 SOTA\u3002\u8be5\u5de5\u4f5c\u540c\u65f6\u8fd8\u8bc1\u660e\u4e86\u5bf9\u6bd4\u5355\u6a21\u6001\u751f\u6210\uff0c\u4e24\u4e2a\u6a21\u6001\u540c\u65f6\u751f\u6210\u8d28\u91cf\u4f1a\u66f4\u9ad8\uff0c\u9664\u6b64\u4e4b\u5916\uff0c\u7814\u7a76\u5458\u4eec\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86 MM-Diffusion \u5177\u5907 zero-shot \u6761\u4ef6\u751f\u6210\u7684\u80fd\u529b\uff08\u8f93\u5165\u89c6\u9891\u751f\u6210\u5bf9\u5e94\u97f3\u9891\u6216\u53cd\u4e4b\uff09\u3002<\/p>\n\n\n\n
\u57fa\u4e8e\u6837\u4f8b\u7684\u56fe\u50cf\u7f16\u8f91<\/h3>\n\n\n\n![\"text,](\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/cvpr-2023-9-1024x225.png\")
<\/figure>\n\n\n\n\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2211.13227.pdf<\/p>\n\n\n\n
\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/Fantasy-Studio\/Paint-by-Example<\/p>\n\n\n\n
\u8bb8\u591a\u6700\u65b0\u7684\u7814\u7a76\u6210\u679c\u5728\u57fa\u4e8e\u6587\u672c\u7684\u56fe\u50cf\u7f16\u8f91\u9886\u57df\u90fd\u53d6\u5f97\u4e86\u5de8\u5927\u6210\u529f\u3002\u7136\u800c\uff0c\u5c31\u50cf\u4fd7\u8bed\u6240\u8bf4\u201c\u4e00\u56fe\u80dc\u5343\u8a00\u201d\uff0c\u76f8\u6bd4\u6587\u672c\uff0c\u56fe\u50cf\u80fd\u591f\u66f4\u52a0\u5f62\u8c61\u3001\u76f4\u63a5\u5730\u8868\u8fbe\u7528\u6237\u6240\u671f\u5f85\u7684\u56fe\u50cf\u7f16\u8f91\u7ed3\u679c\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u9996\u6b21\u63a2\u7d22\u4e86\u57fa\u4e8e\u53c2\u8003\u56fe\u50cf\u7684\u56fe\u50cf\u7f16\u8f91\u4efb\u52a1\uff0c\u4ee5\u5b9e\u73b0\u66f4\u7cbe\u786e\u7684\u56fe\u50cf\u7f16\u8f91\u3002<\/p>\n\n\n\n
\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e2a\u76ee\u6807\uff0c\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u81ea\u76d1\u7763\u7684\u8bad\u7ec3\u65b9\u5f0f\u89e3\u8026\u548c\u91cd\u7ec4\u539f\u59cb\u56fe\u50cf\u4e0e\u53c2\u8003\u56fe\u50cf\u3002\u7136\u800c\uff0c\u76f4\u63a5\u91cd\u7ec4\u4f1a\u5bfc\u81f4\u751f\u6210\u7ed3\u679c\u542b\u6709\u660e\u663e\u7684\u4f2a\u5f71\u3002\u7814\u7a76\u5458\u4eec\u5206\u6790\u4e86\u51fa\u73b0\u4f2a\u5f71\u7684\u539f\u56e0\uff0c\u5e76\u4e14\u63d0\u51fa\u4e86\u4e00\u4e2a\u538b\u7f29\u74f6\u9888\u548c\u5f3a\u5927\u7684\u6570\u636e\u589e\u5e7f\u7b56\u7565\uff0c\u4ee5\u907f\u514d\u7f51\u7edc\u76f4\u63a5\u590d\u5236\u548c\u7c98\u8d34\u53c2\u8003\u56fe\u50cf\u3002\u540c\u65f6\uff0c\u4e3a\u4e86\u4fdd\u8bc1\u7f16\u8f91\u8fc7\u7a0b\u7684\u53ef\u63a7\u6027\uff0c\u7814\u7a76\u5458\u4eec\u4e3a\u53c2\u8003\u56fe\u50cf\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u4efb\u610f\u5f62\u72b6\u7684\u63a9\u819c\uff0c\u5e76\u5229\u7528 Classifier-free guidance \u6765\u63d0\u5347\u751f\u6210\u7ed3\u679c\u4e0e\u53c2\u8003\u56fe\u50cf\u7684\u76f8\u4f3c\u5ea6\u3002\u5728\u4f7f\u7528\u65f6\uff0c\u6574\u4e2a\u6846\u67b6\u4ec5\u9700\u8981\u4e00\u6b21\u6269\u6563\u6a21\u578b\u7684\u53bb\u566a\u8fc7\u7a0b\uff0c\u65e0\u9700\u4efb\u4f55\u8fed\u4ee3\u4f18\u5316\u3002\u7814\u7a76\u5458\u4eec\u8bc1\u660e\u4e86\u8be5\u65b9\u6cd5\u6027\u80fd\u7684\u4f18\u8d8a\uff0c\u4e14\u80fd\u591f\u5728\u771f\u5b9e\u4e16\u754c\u7684\u56fe\u50cf\u4e0a\u8fdb\u884c\u53ef\u63a7\u7684\u9ad8\u4fdd\u771f\u7f16\u8f91\u3002<\/p>\n\n\n\n
<\/p>\n\n\n\n![\"\u56fe6\uff1a\u6839\u636e\u793a\u4f8b\u8fdb\u884c\u7f16\u8f91\u53ef\u81ea\u52a8\u5730\u5c06\u53c2\u8003\u56fe\u50cf\u878d\u5408\u5230\u6e90\u56fe\u50cf\u4e2d\uff0c\u4ece\u800c\u8fbe\u5230\u9ad8\u8d28\u91cf\u7684\u7f16\u8f91\u6548\u679c\"](\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/cvpr-2023-10-1024x222.jpg\")
\u56fe6\uff1a\u6839\u636e\u793a\u4f8b\u8fdb\u884c\u7f16\u8f91\u53ef\u81ea\u52a8\u5730\u5c06\u53c2\u8003\u56fe\u50cf\u878d\u5408\u5230\u6e90\u56fe\u50cf\u4e2d\uff0c\u4ece\u800c\u8fbe\u5230\u9ad8\u8d28\u91cf\u7684\u7f16\u8f91\u6548\u679c<\/figcaption><\/figure>\n\n\n\n<\/p>\n\n\n\n
\u6d41\u5f0f\u89c6\u9891\u6a21\u578b<\/h3>\n\n\n\n![\"text\"](\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/cvpr-2023-11-1024x145.png\")
<\/figure>\n\n\n\n\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2303.17228<\/p>\n\n\n\n
\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/yuzhms\/Streaming-Video-Model<\/p>\n\n\n\n
\u89c6\u9891\u7406\u89e3\u5305\u542b\u57fa\u4e8e\u5e8f\u5217\uff08sequence-based\uff09\u548c\u57fa\u4e8e\u5e27\uff08frame-based\uff09\u4e24\u7c7b\u4efb\u52a1\uff0c\u5b83\u4eec\u901a\u5e38\u5206\u522b\u91c7\u7528\u4e24\u79cd\u72ec\u7acb\u67b6\u6784\u8fdb\u884c\u5efa\u6a21\u3002\u57fa\u4e8e\u5e8f\u5217\u7684\u89c6\u9891\u4efb\u52a1\uff08\u5982\u52a8\u4f5c\u8bc6\u522b\uff09\u4f7f\u7528\u89c6\u9891\u4e3b\u5e72\u7f51\u7edc\u76f4\u63a5\u63d0\u53d6\u65f6\u7a7a\u7279\u5f81\uff0c\u800c\u57fa\u4e8e\u5e27\u7684\u89c6\u9891\u4efb\u52a1\uff08\u5982\u591a\u76ee\u6807\u8ddf\u8e2a\uff0cMOT\uff09\u5219\u4f9d\u8d56\u4e8e\u56fe\u50cf\u4e3b\u5e72\u7f51\u7edc\u63d0\u53d6\u7a7a\u95f4\u7279\u5f81\u3002\u76f8\u8f83\u4e4b\u4e0b\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u7edf\u4e00\u4e86\u89c6\u9891\u7406\u89e3\u4efb\u52a1\u7684\u65b0\u9896\u7684\u6d41\u5f0f\u89c6\u9891\u67b6\u6784\uff08Streaming Video Model\uff09,\u8be5\u67b6\u6784\u65e2\u89e3\u51b3\u4e86\u89c6\u9891\u4e3b\u5e72\u7f51\u7edc\u56e0\u663e\u5b58\u6d88\u8017\u65e0\u6cd5\u5904\u7406\u957f\u89c6\u9891\u7684\u95ee\u9898\uff0c\u53c8\u5f25\u8865\u4e86\u56fe\u50cf\u4e3b\u5e72\u7f51\u7edc\u5728\u65f6\u5e8f\u5efa\u6a21\u65b9\u9762\u7684\u4e0d\u8db3\u3002<\/p>\n\n\n\n
\u5177\u4f53\u800c\u8a00\uff0c\u672c\u6587\u7684\u6d41\u5f0f\u89c6\u9891\u6a21\u578b\u7531\u4e00\u4e2a\u65f6\u5e8f\u611f\u77e5\u7a7a\u95f4\u7f16\u7801\u5668\uff08temporal-aware spatial encoder\uff09\u548c\u4e00\u4e2a\u4e0e\u4efb\u52a1\u76f8\u5173\u7684\u65f6\u5e8f\u89e3\u7801\u5668\uff08temporal decoder\uff09\u7ec4\u6210\u3002\u7f16\u7801\u5668\u4e3a\u6bcf\u4e2a\u89c6\u9891\u5e27\u63d0\u53d6\u5305\u542b\u65f6\u5e8f\u4fe1\u606f\u7684\u7a7a\u95f4\u7279\u5f81\uff0c\u800c\u89e3\u7801\u5668\u5219\u8d1f\u8d23\u5c06\u5e27\u7ea7\u7279\u5f81\u8f6c\u6362\u4e3a\u57fa\u4e8e\u5e8f\u5217\u4efb\u52a1\u7684\u7279\u5b9a\u8f93\u51fa\u3002\u4e0e\u4f7f\u7528\u56fe\u50cf\u4e3b\u5e72\u7f51\u7edc\u7684\u57fa\u4e8e\u5e27\u7684\u67b6\u6784\u76f8\u6bd4\uff0c\u6d41\u5f0f\u89c6\u9891\u6a21\u578b\u7684\u65f6\u5e8f\u611f\u77e5\u7a7a\u95f4\u7f16\u7801\u5668\u5229\u7528\u4e86\u6765\u81ea\u8fc7\u53bb\u5e27\u7684\u9644\u52a0\u4fe1\u606f\uff0c\u63d0\u5347\u4e86\u7279\u6548\u7684\u5f3a\u5ea6\u548c\u7a33\u5065\u6027\u3002\u4e0e\u4f7f\u7528\u89c6\u9891\u4e3b\u5e72\u7f51\u7edc\u7684\u57fa\u4e8e\u7247\u6bb5\u7684\u67b6\u6784\u76f8\u6bd4\uff0c\u6d41\u5f0f\u89c6\u9891\u6a21\u578b\u5206\u79bb\u4e86\u5e27\u7ea7\u7279\u5f81\u63d0\u53d6\u4e0e\u7247\u6bb5\u7ea7\u7279\u5f81\u878d\u5408\uff0c\u51cf\u8f7b\u4e86\u8ba1\u7b97\u538b\u529b\uff0c\u540c\u65f6\u9002\u7528\u4e8e\u66f4\u7075\u6d3b\u7684\u4f7f\u7528\u573a\u666f\uff0c\u5982\u957f\u89c6\u9891\u63a8\u7406\u6216\u5728\u7ebf\u89c6\u9891\u63a8\u7406\u3002\u672c\u6587\u7684\u6a21\u578b\u57fa\u4e8e\u89c6\u89c9 Transformer \u6784\u5efa\uff0c\u5176\u4e2d\u5e27\u5185\u4f7f\u7528\u81ea\u6ce8\u610f\u529b\uff08self-attention\uff09\u4ee5\u63d0\u53d6\u7a7a\u95f4\u4fe1\u606f\uff0c\u5e27\u95f4\u4f7f\u7528\u8de8\u6ce8\u610f\u529b\uff08cross-attention\uff09\u4ee5\u878d\u5408\u65f6\u5e8f\u4fe1\u606f\u3002<\/p>\n\n\n\n
\u6587\u7ae0\u4e2d\u63d0\u51fa\u7684\u6d41\u5f0f\u89c6\u9891\u6a21\u578b\u5728 Kinetics400, Something-Something v2 \u7b49\u52a8\u4f5c\u8bc6\u522b\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86 SOTA \u7684\u6027\u80fd\uff0c\u5728 MOT17 \u591a\u76ee\u6807\u8ddf\u8e2a\u6570\u636e\u96c6\u4e0a\u4e5f\u53d6\u5f97\u4e86\u6709\u7ade\u4e89\u529b\u7684\u7ed3\u679c\u3002\u8fd9\u4e9b\u5b9e\u9a8c\u90fd\u8bc1\u660e\u4e86\u6d41\u5f0f\u89c6\u9891\u6a21\u578b\u5728\u4e24\u7c7b\u4efb\u52a1\u4e0a\u7684\u901a\u7528\u6027\u548c\u6709\u6548\u6027\u3002<\/p>\n\n\n\n
<\/p>\n\n\n\n![\"\u56fe7\uff1a\u6d41\u5f0f\u89c6\u9891\u6a21\u578b\u7684\u793a\u610f\u56fe\uff08\u5de6\u4fa7\uff09\uff0c\u4ee5\u53ca\u4e0e\u4f20\u7edf\u7684\u57fa\u4e8e\u5e27\u7684\u67b6\u6784\u548c\u57fa\u4e8e\u7247\u6bb5\u7684\u67b6\u6784\u8fdb\u884c\u7684\u6bd4\u8f83\uff08\u53f3\u4fa7\uff09\"](\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/cvpr-2023-12.png\")
\u56fe7\uff1a\u6d41\u5f0f\u89c6\u9891\u6a21\u578b\u7684\u793a\u610f\u56fe\uff08\u5de6\u4fa7\uff09\uff0c\u4ee5\u53ca\u4e0e\u4f20\u7edf\u7684\u57fa\u4e8e\u5e27\u7684\u67b6\u6784\u548c\u57fa\u4e8e\u7247\u6bb5\u7684\u67b6\u6784\u8fdb\u884c\u7684\u6bd4\u8f83\uff08\u53f3\u4fa7\uff09<\/figcaption><\/figure>\n\n\n\n<\/p>\n\n\n\n
\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u786e\u4fdd\u76f8\u5173\u6280\u672f\u80fd\u88ab\u4eba\u4eec\u4fe1\u8d56\u662f\u4e00\u4e2a\u9700\u8981\u653b\u575a\u7684\u95ee\u9898\u3002\u5fae\u8f6f\u4e3b\u52a8\u91c7\u53d6\u4e86\u4e00\u7cfb\u5217\u63aa\u65bd\u6765\u9884\u5224\u548c\u964d\u4f4e\u4eba\u5de5\u667a\u80fd\u6280\u672f\u6240\u5e26\u6765\u7684\u98ce\u9669\u3002\u5fae\u8f6f\u81f4\u529b\u4e8e\u4f9d\u7167\u4ee5\u4eba\u4e3a\u672c\u7684\u4f26\u7406\u539f\u5219\u63a8\u8fdb\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\uff0c\u65e9\u57282018\u5e74\u5c31\u53d1\u5e03\u4e86\u201c\u516c\u5e73\u3001\u5305\u5bb9\u3001\u53ef\u9760\u4e0e\u5b89\u5168\u3001\u900f\u660e\u3001\u9690\u79c1\u4e0e\u4fdd\u969c\u3001\u8d1f\u8d23\u201d\u516d\u4e2a\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u539f\u5219\uff08Responsible AI Principles\uff09\uff0c\u968f\u540e\u53c8\u53d1\u5e03\u4e86\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u6807\u51c6\uff08Responsible AI Standards\uff09\u5c06\u5404\u9879\u539f\u5219\u5b9e\u65bd\u843d\u5730\uff0c\u5e76\u8bbe\u7f6e\u4e86\u6cbb\u7406\u67b6\u6784\u786e\u4fdd\u5404\u56e2\u961f\u628a\u5404\u9879\u539f\u5219\u548c\u6807\u51c6\u843d\u5b9e\u5230\u65e5\u5e38\u5de5\u4f5c\u4e2d\u3002\u5fae\u8f6f\u4e5f\u6301\u7eed\u4e0e\u5168\u7403\u7684\u7814\u7a76\u4eba\u5458\u548c\u5b66\u672f\u673a\u6784\u5408\u4f5c\uff0c\u4e0d\u65ad\u63a8\u8fdb\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u7684\u5b9e\u8df5\u548c\u6280\u672f\u3002<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"\u5728\u77e5\u8bc6\u548c\u6280\u672f\u90fd\u8fc5\u901f\u66f4\u65b0\u8fed\u4ee3\u7684\u8ba1\u7b97\u673a\u9886\u57df\u4e2d\uff0c\u56fd\u9645\u8ba1\u7b97\u673a\u89c6\u89c9\u4e0e\u6a21\u5f0f\u8bc6\u522b\u4f1a\u8bae\uff08CVPR\uff09\u662f\u8ba1\u7b97\u673a\u89c6\u89c9\u65b9\u5411\u7684\u201c\u9876\u7ea7\u6d41\u91cf\u201d\uff0c\u5f15\u9886\u7740\u5b66\u79d1\u53ca\u76f8\u5173\u9886\u57df\u7684\u7814\u7a76\u6f6e\u6d41\u3002\u4eca\u5929\u6211\u4eec\u4e3a\u5927\u5bb6\u5e26\u67655\u7bc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u88ab CVPR 2023 \u6536\u5f55\u7684\u8bba\u6587\uff0c\u4e3b\u9898\u6db5\u76d6\u624b\u8bed\u8bc6\u522b\u4e0e\u68c0\u7d22\u3001\u591a\u6a21\u6001\u751f\u6210\u3001\u56fe\u50cf\u7f16\u8f91\u3001\u89c6\u9891\u7406\u89e3\u4efb\u52a1\u7b49\u3002 4\u6708\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e3e\u529e\u4e86 CVPR 2023 \u8bba\u6587\u5206\u4eab\u4f1a\uff0c\u70b9\u51fb\u94fe\u63a5\u76f4\u8fbe\u7cbe\u5f69\u8bba\u6587\u5206\u4eab\u56de\u987e\u3002 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2303.12793.pdf \u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/FangyunWei\/SLRT 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\u6839\u636e\u624b\u8bed\u548c\u81ea\u7136\u8bed\u8a00\u7684\u8bed\u8a00\u7279\u6027\uff0cCiCo \u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u7684\u65b9\u5f0f\u5c06\u6587\u672c\u548c\u624b\u8bed\u89c6\u9891\u6620\u5c04\u81f3\u8054\u5408\u5d4c\u5165\u7a7a\u95f4\uff0c\u540c\u65f6\u5b66\u4e60\u8bc6\u522b\u7ec6\u7c92\u5ea6\u7684\u624b\u8bed\u5230\u5355\u8bcd\u7684\u8de8\u8bed\u8a00\u6620\u5c04\u3002\u53e6\u5916\uff0c\u4e3a\u4e86\u7f13\u89e3\u624b\u8bed\u68c0\u7d22\u4efb\u52a1\u7684\u6570\u636e\u7a00\u7f3a\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u5f15\u5165\u4e86\u5728\u5927\u89c4\u6a21\u624b\u8bed\u89c6\u9891\u6570\u636e\u96c6\u4e0a\u9884\u8bad\u7ec3\u7684\u57df\u65e0\u5173\u624b\u8bed\u7f16\u7801\u5668\uff0c\u5e76\u751f\u6210\u4e86\u4f2a\u6807\u7b7e\u6807\u6ce8\u6765\u5fae\u8c03\u7f16\u7801\u5668\uff0c\u4ece\u800c\u83b7\u5f97\u9002\u7528\u4e8e\u76ee\u6807\u57df\u7684\u57df\u53ef\u611f\u77e5\u624b\u8bed\u7f16\u7801\u5668\u3002CiCo 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NLA-SLR \u5747\u8fbe\u5230\u4e86\u6700\u9ad8\u7684\u8bc6\u522b\u51c6\u786e\u7387\u3002 \u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2212.09478 \u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/researchmm\/MM-Diffusion 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\u7814\u7a76\u5458\u4eec\u5728\u4e0d\u540c\u7684\u6570\u636e\u96c6\u4e0a\u9a8c\u8bc1\u4e86 MM-Diffusion\u3002\u5b9e\u9a8c\u8bc1\u660e\uff0c\u4e0d\u8bba\u662f\u5ba2\u89c2\u6307\u6807\u8fd8\u662f\u4e3b\u89c2\u8bc4\u6d4b\uff0cMM-Diffusion \u5747\u8d85\u8fc7\u4e86\u4e4b\u524d\u53ef\u590d\u73b0\u5355\u6a21\u6001\u751f\u6210\u7684 SOTA\u3002\u8be5\u5de5\u4f5c\u540c\u65f6\u8fd8\u8bc1\u660e\u4e86\u5bf9\u6bd4\u5355\u6a21\u6001\u751f\u6210\uff0c\u4e24\u4e2a\u6a21\u6001\u540c\u65f6\u751f\u6210\u8d28\u91cf\u4f1a\u66f4\u9ad8\uff0c\u9664\u6b64\u4e4b\u5916\uff0c\u7814\u7a76\u5458\u4eec\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86 MM-Diffusion \u5177\u5907 zero-shot \u6761\u4ef6\u751f\u6210\u7684\u80fd\u529b\uff08\u8f93\u5165\u89c6\u9891\u751f\u6210\u5bf9\u5e94\u97f3\u9891\u6216\u53cd\u4e4b\uff09\u3002 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2211.13227.pdf \u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/Fantasy-Studio\/Paint-by-Example 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<\/figure>\n\n\n\n\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2303.12793.pdf<\/p>\n\n\n\n
\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/FangyunWei\/SLRT<\/p>\n\n\n\n
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<\/p>\n\n\n\n <\/p>\n\n\n\n \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2303.12080<\/p>\n\n\n\n \u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/FangyunWei\/SLRT<\/p>\n\n\n\n \u5e7f\u6cdb\u5e94\u7528\u4e8e\u804b\u54d1\u4eba\u7fa4\u4f53\u7684\u624b\u8bed\u662f\u4e00\u79cd\u901a\u8fc7\u89c6\u89c9\u4fe1\u53f7\u4f20\u9012\u4fe1\u606f\u7684\u8bed\u8a00\u3002\u7136\u800c\uff0c\u5927\u91cf\u89c6\u89c9\u4e0a\u76f8\u4f3c\u7684\u624b\u52bf\u6781\u5927\u5730\u9650\u5236\u4e86\u624b\u8bed\u8bc6\u522b\u6a21\u578b\u7684\u51c6\u786e\u7387\u3002\u867d\u7136\u8fd9\u4e9b\u624b\u52bf\u96be\u4ee5\u53ea\u51ed\u773c\u529b\u533a\u5206\uff0c\u4f46\u5b83\u4eec\u7684\u6587\u672c\u6807\u7b7e\uff08\u901a\u5e38\u4e3a\u4e00\u4e2a\u5355\u8bcd\uff09\u5374\u53ef\u4ee5\u63d0\u4f9b\u66f4\u591a\u6709\u7528\u7684\u4fe1\u606f\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u81ea\u7136\u8bed\u8a00\u8f85\u52a9\u7684\u624b\u8bed\u8bc6\u522b\u6a21\u578b\uff08NLA-SLR\uff09\u3002<\/p>\n\n\n\n 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NLA-SLR \u5747\u8fbe\u5230\u4e86\u6700\u9ad8\u7684\u8bc6\u522b\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n <\/p>\n\n\n\n <\/p>\n\n\n\n \u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2212.09478<\/p>\n\n\n\n \u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/researchmm\/MM-Diffusion<\/p>\n\n\n\n \u8fd1\u5e74\u6765\uff0c\u6269\u6563\u6a21\u578b\u5df2\u7ecf\u5728\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u7b49\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6210\u679c\u3002\u4f46\u662f\u76ee\u524d\u7684\u7814\u7a76\u4e3b\u8981\u805a\u7126\u5728\u89c6\u89c9\u6216\u542c\u89c9\u7684\u5355\u6a21\u6001\u751f\u6210\uff0c\u8fd9\u6837\u751f\u6210\u51fa\u6765\u7684\u5185\u5bb9\u4e0e\u771f\u5b9e\u7f51\u7edc\u4e16\u754c\u7684\u89c6\u9891\u4f9d\u7136\u6709\u8f83\u5927\u5dee\u8ddd\uff0c\u4e0d\u7b26\u5408\u4eba\u4eec\u7684\u89c6\u542c\u4e60\u60ef\u3002\u540c\u65f6\uff0c\u4ece\u7814\u7a76\u7684\u89d2\u5ea6\u51fa\u53d1\uff0c\u89c6\u9891\u548c\u97f3\u9891\u5728\u65f6\u5e8f\u4e0a\u4e5f\u662f\u5929\u7136\u5bf9\u9f50\u7684\u3002\u56e0\u6b64\uff0c\u8fd9\u7bc7\u5de5\u4f5c\u65e8\u5728\u63a2\u7d22\u97f3\u89c6\u9891\u53cc\u6a21\u6001\u540c\u65f6\u751f\u6210\u7684\u65b0\u65b9\u6cd5\u3002\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u57fa\u4e8e\u53cc\u6d41 U \u5f62\u7f51\u7edc\u7684\u591a\u6a21\u6001\u6269\u6563\u6a21\u578b MM-Diffusion\u3002\u8be5\u65b9\u6cd5\u4e0d\u4ec5\u5728\u97f3\u89c6\u9891\u5355\u6a21\u6001\u8d28\u91cf\u7684\u5bf9\u6bd4\u8d85\u8fc7\u4e86\u5f53\u524d\u7684\u6700\u4f73\u65b9\u6cd5\uff0c\u8fd8\u5728\u540c\u6b65\u751f\u6210\u89c6\u9891-\u97f3\u9891\u4efb\u52a1\u4e2d\u9a8c\u8bc1\u4e86\u80fd\u63d0\u9ad8\u58f0\u3001\u753b\u5404\u81ea\u6a21\u6001\u7684\u751f\u6210\u8d28\u91cf\u3002<\/p>\n\n\n\n <\/p>\n\n\n\n MM-Diffusion \u9996\u5148\u5c06\u53ea\u80fd\u6784\u5efa\u5355\u4e2a\u5206\u5e03\u7684\u6269\u6563\u6a21\u578b\u673a\u5236\u6269\u5c55\u5230\u6784\u5efa\u591a\u4e2a\u5206\u5e03\uff08\u5982\u56fe4\u6240\u793a\uff09\u3002\u7531\u4e8e\u97f3\u89c6\u9891\u5206\u5e03\u7684\u5f62\u72b6\u4e0d\u540c\u3001\u6a21\u6001\u5dee\u5f02\u8f83\u5927\uff0c\u524d\u5411\u6269\u6563\u8fc7\u7a0b\u7684\u52a0\u566a\u5904\u7406\u9700\u8981\u72ec\u7acb\u8fdb\u884c\uff0c\u4f46\u7531\u4e8e\u97f3\u89c6\u9891\u7684\u76f8\u5173\u6027\uff0c\u53cd\u5411\u9006\u6269\u6563\u8fc7\u7a0b\u5219\u91c7\u53d6\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u97f3\u89c6\u9891\u6a21\u578b\u540c\u65f6\u964d\u566a\u53cc\u6a21\u6001\u3002<\/p>\n\n\n\n <\/p>\n\n\n\n <\/p>\n\n\n\n \u4e3a\u4e86\u6784\u5efa\u9002\u914d\u97f3\u89c6\u9891\u7684\u7edf\u4e00\u964d\u566a\u6a21\u578b\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u53cc\u6d41 U \u5f62\u7f51\u7edc\u3002\u5982\u56fe5\u6240\u793a\uff0c\u53cc\u6d41 U \u5f62\u7f51\u7edc\u7531\u97f3\u9891\u5b50\u7f51\u7edc\u548c\u89c6\u9891\u5b50\u7f51\u7edc\u6784\u6210\u3002\u97f3\u9891\u5b50\u7f51\u7edc\u4ee5\u7a7a\u6d1e\u5377\u79ef\u4e3a\u4e3b\u8981\u7ed3\u6784\uff0c\u5bf9\u97f3\u9891\u4e00\u7ef4\u6ce2\u5f62\u6570\u636e\u8fdb\u884c\u957f\u65f6\u5e8f\u5efa\u6a21\uff1b\u89c6\u9891\u5b50\u7f51\u7edc\u91c7\u7528\u4e8c\u7ef4\u4e00\u7ef4\u5377\u79ef\u5c42\u548c\u4e8c\u7ef4\u4e00\u7ef4\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5bf9\u89c6\u9891\u4e09\u7ef4\u6570\u636e\u8fdb\u884c\u65f6\u7a7a\u5efa\u6a21\u3002\u4e4b\u540e\uff0c\u5728\u82e5\u5e72\u76f8\u4ea4\u8282\u70b9\u5bf9\u4e24\u652f\u5b50\u7f51\u7edc\u505a\u8de8\u6a21\u6001\u5bf9\u9f50\u3002\u7136\u800c\u7531\u4e8e\u97f3\u89c6\u9891\u4e24\u4e2a\u6a21\u6001\u7684\u50cf\u7d20\u7a7a\u95f4\u90fd\u975e\u5e38\u5de8\u5927\uff0c\u76f4\u63a5\u4f7f\u7528\u8de8\u6a21\u6001\u6ce8\u610f\u529b\u673a\u5236\u5bf9\u9f50\u5e76\u4e0d\u73b0\u5b9e\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u4e86\u57fa\u4e8e\u968f\u673a\u504f\u79fb\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u7528\u5c40\u90e8\u7684\u6ce8\u610f\u529b\u673a\u5236\u7684\u8fd0\u7b97\u7c7b\u63a8\uff0c\u8fdb\u800c\u8d77\u5230\u5168\u5c40\u5bf9\u9f50\u7684\u6548\u679c\u3002<\/p>\n\n\n\n <\/p>\n\n\n\n <\/p>\n\n\n\n \u7814\u7a76\u5458\u4eec\u5728\u4e0d\u540c\u7684\u6570\u636e\u96c6\u4e0a\u9a8c\u8bc1\u4e86 MM-Diffusion\u3002\u5b9e\u9a8c\u8bc1\u660e\uff0c\u4e0d\u8bba\u662f\u5ba2\u89c2\u6307\u6807\u8fd8\u662f\u4e3b\u89c2\u8bc4\u6d4b\uff0cMM-Diffusion \u5747\u8d85\u8fc7\u4e86\u4e4b\u524d\u53ef\u590d\u73b0\u5355\u6a21\u6001\u751f\u6210\u7684 SOTA\u3002\u8be5\u5de5\u4f5c\u540c\u65f6\u8fd8\u8bc1\u660e\u4e86\u5bf9\u6bd4\u5355\u6a21\u6001\u751f\u6210\uff0c\u4e24\u4e2a\u6a21\u6001\u540c\u65f6\u751f\u6210\u8d28\u91cf\u4f1a\u66f4\u9ad8\uff0c\u9664\u6b64\u4e4b\u5916\uff0c\u7814\u7a76\u5458\u4eec\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86 MM-Diffusion \u5177\u5907 zero-shot \u6761\u4ef6\u751f\u6210\u7684\u80fd\u529b\uff08\u8f93\u5165\u89c6\u9891\u751f\u6210\u5bf9\u5e94\u97f3\u9891\u6216\u53cd\u4e4b\uff09\u3002<\/p>\n\n\n\n \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2211.13227.pdf<\/p>\n\n\n\n \u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/Fantasy-Studio\/Paint-by-Example<\/p>\n\n\n\n \u8bb8\u591a\u6700\u65b0\u7684\u7814\u7a76\u6210\u679c\u5728\u57fa\u4e8e\u6587\u672c\u7684\u56fe\u50cf\u7f16\u8f91\u9886\u57df\u90fd\u53d6\u5f97\u4e86\u5de8\u5927\u6210\u529f\u3002\u7136\u800c\uff0c\u5c31\u50cf\u4fd7\u8bed\u6240\u8bf4\u201c\u4e00\u56fe\u80dc\u5343\u8a00\u201d\uff0c\u76f8\u6bd4\u6587\u672c\uff0c\u56fe\u50cf\u80fd\u591f\u66f4\u52a0\u5f62\u8c61\u3001\u76f4\u63a5\u5730\u8868\u8fbe\u7528\u6237\u6240\u671f\u5f85\u7684\u56fe\u50cf\u7f16\u8f91\u7ed3\u679c\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u9996\u6b21\u63a2\u7d22\u4e86\u57fa\u4e8e\u53c2\u8003\u56fe\u50cf\u7684\u56fe\u50cf\u7f16\u8f91\u4efb\u52a1\uff0c\u4ee5\u5b9e\u73b0\u66f4\u7cbe\u786e\u7684\u56fe\u50cf\u7f16\u8f91\u3002<\/p>\n\n\n\n \u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e2a\u76ee\u6807\uff0c\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u81ea\u76d1\u7763\u7684\u8bad\u7ec3\u65b9\u5f0f\u89e3\u8026\u548c\u91cd\u7ec4\u539f\u59cb\u56fe\u50cf\u4e0e\u53c2\u8003\u56fe\u50cf\u3002\u7136\u800c\uff0c\u76f4\u63a5\u91cd\u7ec4\u4f1a\u5bfc\u81f4\u751f\u6210\u7ed3\u679c\u542b\u6709\u660e\u663e\u7684\u4f2a\u5f71\u3002\u7814\u7a76\u5458\u4eec\u5206\u6790\u4e86\u51fa\u73b0\u4f2a\u5f71\u7684\u539f\u56e0\uff0c\u5e76\u4e14\u63d0\u51fa\u4e86\u4e00\u4e2a\u538b\u7f29\u74f6\u9888\u548c\u5f3a\u5927\u7684\u6570\u636e\u589e\u5e7f\u7b56\u7565\uff0c\u4ee5\u907f\u514d\u7f51\u7edc\u76f4\u63a5\u590d\u5236\u548c\u7c98\u8d34\u53c2\u8003\u56fe\u50cf\u3002\u540c\u65f6\uff0c\u4e3a\u4e86\u4fdd\u8bc1\u7f16\u8f91\u8fc7\u7a0b\u7684\u53ef\u63a7\u6027\uff0c\u7814\u7a76\u5458\u4eec\u4e3a\u53c2\u8003\u56fe\u50cf\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u4efb\u610f\u5f62\u72b6\u7684\u63a9\u819c\uff0c\u5e76\u5229\u7528 Classifier-free guidance \u6765\u63d0\u5347\u751f\u6210\u7ed3\u679c\u4e0e\u53c2\u8003\u56fe\u50cf\u7684\u76f8\u4f3c\u5ea6\u3002\u5728\u4f7f\u7528\u65f6\uff0c\u6574\u4e2a\u6846\u67b6\u4ec5\u9700\u8981\u4e00\u6b21\u6269\u6563\u6a21\u578b\u7684\u53bb\u566a\u8fc7\u7a0b\uff0c\u65e0\u9700\u4efb\u4f55\u8fed\u4ee3\u4f18\u5316\u3002\u7814\u7a76\u5458\u4eec\u8bc1\u660e\u4e86\u8be5\u65b9\u6cd5\u6027\u80fd\u7684\u4f18\u8d8a\uff0c\u4e14\u80fd\u591f\u5728\u771f\u5b9e\u4e16\u754c\u7684\u56fe\u50cf\u4e0a\u8fdb\u884c\u53ef\u63a7\u7684\u9ad8\u4fdd\u771f\u7f16\u8f91\u3002<\/p>\n\n\n\n <\/p>\n\n\n\n <\/p>\n\n\n\n \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2303.17228<\/p>\n\n\n\n \u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/yuzhms\/Streaming-Video-Model<\/p>\n\n\n\n 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Model\uff09,\u8be5\u67b6\u6784\u65e2\u89e3\u51b3\u4e86\u89c6\u9891\u4e3b\u5e72\u7f51\u7edc\u56e0\u663e\u5b58\u6d88\u8017\u65e0\u6cd5\u5904\u7406\u957f\u89c6\u9891\u7684\u95ee\u9898\uff0c\u53c8\u5f25\u8865\u4e86\u56fe\u50cf\u4e3b\u5e72\u7f51\u7edc\u5728\u65f6\u5e8f\u5efa\u6a21\u65b9\u9762\u7684\u4e0d\u8db3\u3002<\/p>\n\n\n\n \u5177\u4f53\u800c\u8a00\uff0c\u672c\u6587\u7684\u6d41\u5f0f\u89c6\u9891\u6a21\u578b\u7531\u4e00\u4e2a\u65f6\u5e8f\u611f\u77e5\u7a7a\u95f4\u7f16\u7801\u5668\uff08temporal-aware spatial encoder\uff09\u548c\u4e00\u4e2a\u4e0e\u4efb\u52a1\u76f8\u5173\u7684\u65f6\u5e8f\u89e3\u7801\u5668\uff08temporal 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\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2303.12793.pdf \u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/FangyunWei\/SLRT 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\u6839\u636e\u624b\u8bed\u548c\u81ea\u7136\u8bed\u8a00\u7684\u8bed\u8a00\u7279\u6027\uff0cCiCo \u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u7684\u65b9\u5f0f\u5c06\u6587\u672c\u548c\u624b\u8bed\u89c6\u9891\u6620\u5c04\u81f3\u8054\u5408\u5d4c\u5165\u7a7a\u95f4\uff0c\u540c\u65f6\u5b66\u4e60\u8bc6\u522b\u7ec6\u7c92\u5ea6\u7684\u624b\u8bed\u5230\u5355\u8bcd\u7684\u8de8\u8bed\u8a00\u6620\u5c04\u3002\u53e6\u5916\uff0c\u4e3a\u4e86\u7f13\u89e3\u624b\u8bed\u68c0\u7d22\u4efb\u52a1\u7684\u6570\u636e\u7a00\u7f3a\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u5f15\u5165\u4e86\u5728\u5927\u89c4\u6a21\u624b\u8bed\u89c6\u9891\u6570\u636e\u96c6\u4e0a\u9884\u8bad\u7ec3\u7684\u57df\u65e0\u5173\u624b\u8bed\u7f16\u7801\u5668\uff0c\u5e76\u751f\u6210\u4e86\u4f2a\u6807\u7b7e\u6807\u6ce8\u6765\u5fae\u8c03\u7f16\u7801\u5668\uff0c\u4ece\u800c\u83b7\u5f97\u9002\u7528\u4e8e\u76ee\u6807\u57df\u7684\u57df\u53ef\u611f\u77e5\u624b\u8bed\u7f16\u7801\u5668\u3002CiCo \u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u663e\u8457\u8d85\u8d8a\u4e86\u73b0\u6709\u65b9\u6cd5\uff0c\u4f8b\u5982\uff0c\u5728 How2Sign \u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86 T2V+22.4 \u548c V2T+28.0 \u7684 R@1 \u63d0\u5347\u3002\u7814\u7a76\u5458\u4eec\u5e0c\u671b CiCo \u53ef\u4ee5\u6210\u4e3a\u624b\u8bed\u68c0\u7d22\u4e2d\u53ef\u9760\u7684\u57fa\u51c6\u6a21\u578b\u3002 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2303.12080 \u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/FangyunWei\/SLRT 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