{"id":24996,"date":"2025-03-12T10:12:25","date_gmt":"2025-03-12T02:12:25","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=24996"},"modified":"2025-03-12T10:12:25","modified_gmt":"2025-03-12T02:12:25","slug":"18%e9%a1%b9%e4%bb%bb%e5%8a%a1200%e4%b8%87%e8%a7%86%e9%a2%91%e7%bc%96%e8%be%91%e5%af%b9%ef%bc%8c%e4%ba%91%e5%a4%a9%e5%8a%b1%e9%a3%9e%e8%81%94%e5%90%88%e5%a4%9a%e9%ab%98%e6%a0%a1%e6%89%93%e9%80%a0","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/03\/12\/24996\/","title":{"rendered":"18\u9879\u4efb\u52a1200\u4e07\u89c6\u9891\u7f16\u8f91\u5bf9\uff0c\u4e91\u5929\u52b1\u98de\u8054\u5408\u591a\u9ad8\u6821\u6253\u9020\u51fa\u5927\u89c4\u6a21\u7f16\u8f91\u6570\u636e\u96c6"},"content":{"rendered":"<div><img data-dominant-color=\"8e8c92\" data-has-transparency=\"false\" style=\"--dominant-color: #8e8c92;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24998\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/1364525732777b6c422509660b0c046403776e-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/1364525732777b6c422509660b0c046403776e-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/1364525732777b6c422509660b0c046403776e-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u672c\u6587\u4f5c\u8005\uff08\u6765\u81ea\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u3001\u9999\u6e2f\u7406\u5de5\u5927\u5b66\u3001\u6e05\u534e\u5927\u5b66\u7b49\u9ad8\u6821\u548c\u4e91\u5929\u52b1\u98de\uff09\u63d0\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3a Se\u00f1orita-2M \u7684\u6570\u636e\u96c6\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b 200 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Dataset for General Video Editing by Video Specialists<\/li>\n<li data-id=\"ld70c578-fg4PI2aY\">\u8bba\u6587\u5730\u5740:\u00a0https:\/\/arxiv.org\/abs\/2502.06734<\/li>\n<li data-id=\"ld70c578-D6Rc8hVR\">\u9879\u76ee\u5730\u5740: https:\/\/senorita-2m-dataset.github.io<\/li>\n<\/ul>\n<p>\u6570\u636e\u5206\u5e03\u89c1\u4e0b\u56fe\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202503\/12\/184ba6d74506345c581454ddbfab09f4dcbc9b.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><img data-dominant-color=\"61615b\" data-has-transparency=\"true\" style=\"--dominant-color: #61615b;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24999\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/7506fa994ceb940090373844b82e291bd2cbbf.png\" width=\"979\" height=\"550\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/7506fa994ceb940090373844b82e291bd2cbbf.png 979w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/7506fa994ceb940090373844b82e291bd2cbbf-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/7506fa994ceb940090373844b82e291bd2cbbf-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/7506fa994ceb940090373844b82e291bd2cbbf-768x431.png 768w\" sizes=\"auto, (max-width: 979px) 100vw, 979px\" \/><\/p>\n<h4>\u4e13\u5bb6\u6a21\u578b\u7684\u5f00\u53d1\u548c\u6570\u636e\u96c6\u7684\u6784\u9020<\/h4>\n<p>\u9664\u4e86\u5e38\u89c1\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u6a21\u578b\uff0c\u4f5c\u8005\u63d0\u51fa\u7684\u89c6\u9891\u7f16\u8f91\u4e13\u5bb6\u6a21\u578b\u4e00\u5171\u6709 4 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Global Stylizer \u4e0d\u540c\u7684\u662f\uff0c\u5b83\u8d1f\u8d23\u5bf9\u67d0\u4e9b\u7269\u4f53\u8fdb\u884c\u98ce\u683c\u65b9\u9762\u7684\u7f16\u8f91<\/strong>\u3002<\/p>\n<p>\u7531\u4e8e\u5bf9\u7269\u4f53\u8fdb\u884c\u98ce\u683c\u7f16\u8f91\uff0c\u4e0d\u9700\u8981\u63a5\u53d7\u590d\u6742\u7684\u98ce\u683c\u6307\u4ee4\uff0c\u56e0\u6b64\u8fd9\u4e2a\u6a21\u578b\u4e0d\u4f7f\u7528\u9996\u5e27\u5f15\u5bfc\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u4f5c\u8005\u4f7f\u7528\u4e0e Global Stylizer \u76f8\u540c\u7684 ControlNet \u67b6\u6784\uff0c\u5e76\u5f15\u5165\u4e86 inpainting \u7684\u601d\u60f3\uff0c\u4fdd\u8bc1\u53ea\u6709\u7269\u4f53\u672c\u8eab\u88ab\u4fee\u6539\u3002<\/p>\n<p>\u5728\u751f\u6210\u6570\u636e\u9636\u6bb5\uff0c\u4f5c\u8005\u91c7\u7528 LLM 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Remover<\/strong>\u3002\u4f5c\u8005\u7528\u8fd9\u4e2a\u4e13\u5bb6\u6a21\u578b\u6765\u5b8c\u6210\u7269\u4f53\u53bb\u9664\u548c\u7269\u4f53\u6dfb\u52a0\u4e24\u90e8\u5206\u7684\u6570\u636e\u6784\u9020\u3002\u7269\u4f53\u6dfb\u52a0\u4efb\u52a1\u4e3a\u7269\u4f53\u53bb\u9664\u4efb\u52a1\u7684\u9006\u4efb\u52a1\uff0c\u53ea\u9700\u8981\u5c06\u6807\u6ce8\u89c6\u9891\u5f53\u4f5c\u6e90\u89c6\u9891\uff0c\u539f\u59cb\u89c6\u9891\u5f53\u4f5c\u76ee\u6807\u89c6\u9891\u5373\u53ef\u5b8c\u6210\u6570\u636e\u5bf9\u7684\u6784\u9020\u3002<\/p>\n<p>\u5bf9\u4e8e\u8fd9\u4e2a\u4e13\u5bb6\u6a21\u578b\u7684\u6784\u9020\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u53cd\u8f6c\u8bad\u7ec3\u7684\u7b56\u7565\uff0c\u5c06\u8bad\u7ec3\u7684 90% \u6570\u636e\u7684 mask \u66ff\u6362\u4e3a\u4e0e\u89c6\u9891\u5185\u5bb9\u65e0\u5173\u7684 mask\uff0c\u8bad\u7ec3\u89c6\u9891\u6062\u590d\u7684\u80cc\u666f\u548c mask \u5f62\u72b6\u65e0\u5173\u3002\u8fd9\u6837\u53ef\u4ee5\u6709\u6548\u907f\u514d\u89c6\u9891 remover \u6839\u636e mask \u5f62\u72b6\u518d\u6b21\u751f\u6210\u7269\u4f53\u3002<\/p>\n<p>\u4f5c\u8005\u8fd8\u5c06 10% \u7684\u6570\u636e\u8bbe\u7f6e\u4e3a\u548c\u89c6\u9891\u7269\u4f53\u4e25\u683c\u4e00\u81f4\u7684 mask\uff0c\u8fd9\u6837\u53ef\u4ee5\u8bad\u7ec3 remover \u4ea7\u751f\u7269\u4f53\uff0c\u5728\u63a8\u7406\u65f6\u5c06\u8fd9\u4e00\u6761\u4ef6\u8bbe\u7f6e\u4e3a\u8d1f prompt \u6765\u907f\u514d\u53bb\u9664\u533a\u57df\u5185\u7684\u7269\u4f53\u7684\u4ea7\u751f\u3002\u4f5c\u8005\u4f7f\u7528 LLM \u5bf9\u4f7f\u7528\u7684 prompt \u8f6c\u6362\u6210\u7528\u4e8e\u7269\u4f53\u53bb\u9664\u548c\u7269\u4f53\u6dfb\u52a0\u7684\u6307\u4ee4\u3002<\/p>\n<p>\u9664\u6b64\u4e4b\u5916\uff0c<strong>\u4f5c\u8005\u8fd8\u4f7f\u7528\u4e86\u591a\u79cd\u8ba1\u7b97\u673a\u89c6\u89c9\u6a21\u578b\u5bf9\u89c6\u9891\u8fdb\u884c\u6807\u6ce8<\/strong>\u3002\u4f8b\u5982\uff0c\u4f7f\u7528\u4e86 Grounded-SAM2 \u6765\u6807\u6ce8\u7ecf\u8fc7 Grounding \u7684\u89c6\u9891\uff0c\u76ee\u7684\u662f\u7528\u6765\u8bad\u7ec3\u6a21\u578b\u5bf9\u7269\u4f53\u7684\u611f\u77e5\u80fd\u529b\uff0c\u5e2e\u52a9\u7f16\u8f91\u6a21\u578b\u5bf9\u533a\u57df\u7684\u7f16\u8f91\u3002\u4f5c\u8005\u8fd8\u4f7f\u7528\u4e86\u5176\u4ed6\u591a\u79cd\u4e13\u5bb6\u6a21\u578b\uff0c\u8fd9\u4e9b\u6a21\u578b\u4e00\u5171\u6807\u6ce8\u4e86 13 \u79cd\u89c6\u9891\u7f16\u8f91\u4efb\u52a1\u3002\u76f8\u4f3c\u7684\uff0c\u8fd9\u4e9b\u6570\u636e\u5bf9\u5e94\u7684\u6307\u4ee4\u4e5f\u4f7f\u7528 LLM \u8fdb\u884c\u589e\u5f3a\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202503\/12\/24e6c7332d8b8740c572365d80fe29231bc1c8.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h4>\u6570\u636e\u96c6\u7684\u6e05\u6d17<\/h4>\n<p>\u4e3a\u4e86\u4fdd\u8bc1\u89c6\u9891\u5bf9\u7684\u53ef\u9760\u6027\uff0c\u4f5c\u8005\u4f7f\u7528\u591a\u79cd\u8fc7\u6ee4\u7b97\u6cd5\u5bf9\u751f\u6210\u7684\u89c6\u9891\u8fdb\u884c\u6e05\u6d17\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bb2\uff0c\u9996\u5148\u8bad\u7ec3\u4e86\u4e00\u4e2a\u68c0\u6d4b\u5668\u7528\u6765\u68c0\u6d4b\u7f16\u8f91\u5931\u8d25\u7684\u6570\u636e\uff0c\u53bb\u9664\u90a3\u4e9b\u6709\u5bb3\u7684\u89c6\u9891\u3002\u5176\u6b21\uff0c\u4f7f\u7528 CLIP \u5bf9\u6587\u672c\u548c\u89c6\u9891\u7684\u5339\u914d\u5ea6\u8fdb\u884c\u68c0\u6d4b\uff0c\u4e22\u5f03\u5339\u914d\u5ea6\u8fc7\u5c0f\u7684\u6570\u636e\u3002\u6700\u540e\uff0c\u6bd4\u5bf9\u4e86\u539f\u59cb\u89c6\u9891\u548c\u7f16\u8f91\u89c6\u9891\u7684\u76f8\u4f3c\u5ea6\uff0c\u4e22\u5f03\u6389\u6ca1\u6709\u660e\u663e\u7f16\u8f91\u53d8\u5316\u7684\u89c6\u9891\u3002<\/p>\n<h4>\u57fa\u4e8e Se\u00f1orita-2M \u6570\u636e\u96c6\u7684\u7f16\u8f91\u6a21\u578b\u8bad\u7ec3<\/h4>\n<p>\u4f5c\u8005\u4f7f\u7528 CogVideoX-5B-I2V \u4f5c\u4e3a\u57fa\u6a21\u578b\uff0c\u5229\u7528\u9996\u5e27\u5f15\u5bfc\u7684\u65b9\u5f0f\uff0c\u4f7f\u7528 Se\u00f1orita-2M \u8bad\u7ec3\u4e86\u4e00\u4e2a\u7f16\u8f91\u6a21\u578b\u3002\u8fd9\u4e2a\u6a21\u578b\u548c\u4e4b\u524d\u65b9\u6cd5\u7684\u5b9e\u9a8c\u6bd4\u8f83\u7ed3\u679c\u8868\u660e\uff0c\u57fa\u4e8e\u8be5\u6570\u636e\u96c6\u8bad\u7ec3\u7684\u6a21\u578b\u5177\u6709\u66f4\u5f3a\u7684\u4e00\u81f4\u6027\u3001\u6587\u672c\u89c6\u9891\u5bf9\u9f50\uff0c\u4ee5\u53ca\u66f4\u597d\u7684\u7528\u6237\u504f\u597d\u5ea6\u3002<\/p>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u8bc1\u660e\u6570\u636e\u7684\u6709\u6548\u6027\uff0c\u4f5c\u8005\u505a\u4e86\u6d88\u878d\u5b9e\u9a8c\uff0c\u4f7f\u7528\u4e86\u76f8\u540c\u6570\u636e\u91cf\u7684 InsV2V \u548c Se\u00f1orita-2M \u89c6\u9891\u5bf9 CogVideoX-5B-T2V \u8fdb\u884c\u5fae\u8c03\u3002\u7ed3\u679c\u53d1\u73b0\uff0c\u4f7f\u7528\u4e86 Se\u00f1orita-2M \u7684\u6570\u636e\uff0c\u53ef\u4ee5\u5927\u5927\u589e\u5f3a\u6587\u672c\u5339\u914d\u5ea6\u3002<\/p>\n<p>\u53e6\u5916\uff0c\u589e\u52a0\u4e86\u8bad\u7ec3\u6570\u636e\u7684\u6570\u91cf\u540e\uff0c\u8fd9\u4e9b\u6307\u6807\u4f1a\u6709\u660e\u663e\u7684\u6539\u5584\u3002\u8fd9\u4e9b\u5b9e\u9a8c\u8bc1\u660e\u4e86\u8be5\u6570\u636e\u96c6\u53ef\u4ee5\u6709\u6548\u5730\u8bad\u7ec3\u51fa\u9ad8\u8d28\u91cf\u7684\u89c6\u9891\u7f16\u8f91\u5668\u3002\u66f4\u591a\u5b9e\u9a8c\u6570\u636e\u8be6\u89c1\u8868 1\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202503\/12\/24ab0c500cd41d7786b144c2b7b02e69aa276c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8868 1. \u57fa\u4e8e Se\u00f1orita-2M \u8bad\u7ec3\u7684\u6a21\u578b\u548c\u5176\u4ed6\u7f16\u8f91\u65b9\u6cd5\u7684\u5bf9\u6bd4<\/p>\n<p>\u53e6\u5916\uff0c\u4f5c\u8005\u8fd8\u63a2\u7d22\u4e86\u76ee\u524d\u7684\u4e00\u4e9b\u7f16\u8f91\u67b6\u6784\uff0c\u91c7\u7528\u548c instruct-pix2pix \u4ee5\u53ca controlnet \u76f8\u540c\u7684\u67b6\u6784\uff0c\u5e76\u57fa\u4e8e CogVideoX-5B \u6765\u6784\u5efa\u89c6\u9891\u7f16\u8f91\u6a21\u578b\u3002\u53e6\u5916\uff0c\u4f5c\u8005\u8fd8\u91c7\u7528 omni-edit \u56fe\u50cf\u7f16\u8f91\u5bf9\u8fd9\u57fa\u4e8e\u4e24\u4e2a\u67b6\u6784\u7684\u89c6\u9891\u7f16\u8f91\u6a21\u578b\u8fdb\u884c\u589e\u5f3a\u3002\u7ed3\u679c\u53d1\u73b0\uff0c\u4f7f\u7528\u56fe\u50cf\u6570\u636e\u589e\u5f3a\u7684\u6a21\u578b\u4f1a\u6709\u66f4\u597d\u7684\u6587\u672c\u5339\u914d\u5ea6\u4ee5\u53ca\u7528\u6237\u504f\u597d\u5ea6\u3002<\/p>\n<p>\u9664\u6b64\u4e4b\u5916\uff0c\u4f5c\u8005\u8fd8\u91c7\u7528\u4e86\u9996\u5e27\u5f15\u5bfc\u7684\u65b9\u5f0f\u8fdb\u884c\u7f16\u8f91\u6a21\u578b\u3002\u5b9e\u9a8c\u7ed3\u679c\u8bc1\u660e\uff0c\u5728\u89c6\u9891\u7f16\u8f91\u4e2d\uff0c\u4f7f\u7528 ControlNet \u76f8\u6bd4\u4e8e Instruct-pix2pix \u4f1a\u6709\u66f4\u597d\u7684\u7f16\u8f91\u6548\u679c\uff0c\u57fa\u4e8e\u9996\u5e27\u5f15\u5bfc\u7684\u7f16\u8f91\u6a21\u578b\u53ef\u4ee5\u6bd4\u975e\u9996\u5e27\u5f15\u5bfc\u7684\u6a21\u578b\u83b7\u5f97\u66f4\u597d\u7684\u7f16\u8f91\u6548\u679c\u3002\u5177\u4f53\u5b9e\u9a8c\u7ed3\u679c\u8be6\u89c1\u8868 2\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202503\/12\/a377a3f092be04623f877725916e065d897c8f.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8868 2. \u4e0d\u540c\u7f16\u8f91\u67b6\u6784\u4e4b\u95f4\u7684\u5bf9\u6bd4<\/p>\n<h4>\u603b\u7ed3<\/h4>\n<p>\u4f5c\u8005\u8bad\u7ec3\u4e86\u4e00\u7cfb\u5217\u89c6\u9891\u7f16\u8f91\u4e13\u5bb6\u6a21\u578b\uff0c\u7528\u5b83\u4eec\u548c\u5176\u4ed6\u8ba1\u7b97\u673a\u89c6\u89c9\u6a21\u578b\u521b\u5efa\u4e86\u4e00\u4e2a\u9ad8\u8d28\u91cf\u7684\u3001\u57fa\u4e8e\u6307\u4ee4\u7684\u89c6\u9891\u7f16\u8f91\u6570\u636e\u96c6\u3002\u8fd9\u4e2a\u6570\u636e\u96c6\u4e2d\u5305\u542b\u4e86 18 \u79cd\u4e0d\u540c\u7684\u89c6\u9891\u7f16\u8f91\u4efb\u52a1\uff0c\u62e5\u6709 200 \u4e07\u7684\u89c6\u9891\u7f16\u8f91\u5bf9\u3002\u4f5c\u8005\u4f7f\u7528\u4e86\u4e00\u7cfb\u5217\u7684\u8fc7\u6ee4\u7b97\u6cd5\u5bf9\u4ea7\u751f\u7684\u6570\u636e\u8fdb\u884c\u7b5b\u9009\uff0c\u5e76\u4f7f\u7528 LLM \u5bf9\u6307\u4ee4\u8fdb\u884c\u751f\u6210\u548c\u589e\u5f3a\u3002<\/p>\n<p>\u5b9e\u9a8c\u8bc1\u660e\uff0c\u8be5\u6570\u636e\u96c6\u53ef\u4ee5\u6709\u6548\u5730\u8bad\u7ec3\u51fa\u9ad8\u8d28\u91cf\u7684\u89c6\u9891\u7f16\u8f91\u6a21\u578b\uff0c\u5728\u89c6\u89c9\u6548\u679c\u5e27\u95f4\u4e00\u81f4\u6027\u548c\u6587\u672c\u5bf9\u9f50\u5ea6\u7b49\u6307\u6807\u4e0a\u6709\u7740\u8f83\u5927\u7684\u63d0\u5347\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u4f5c\u8005\u91c7\u7528\u4e86\u4e0d\u540c\u7684\u7f16\u8f91\u67b6\u6784\u5bf9\u89c6\u9891\u7f16\u8f91\u8fdb\u884c\u63a2\u7d22\uff0c\u5e76\u5f97\u51fa\u4e86\u4e00\u7cfb\u5217\u7ed3\u8bba\u3002\u4f5c\u8005\u8fd8\u8bbe\u8ba1\u4e86\u6d88\u878d\u5b9e\u9a8c\uff0c\u8bc1\u660e\u4f7f\u7528\u76f8\u540c\u57fa\u7840\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\uff0c\u4f7f\u7528\u8be5\u6570\u636e\u96c6\u7684\u6570\u636e\u4f1a\u5927\u5927\u63d0\u5347\u7f16\u8f91\u6a21\u578b\u7684\u7f16\u8f91\u80fd\u529b\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div 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