{"id":41024,"date":"2026-05-30T01:06:51","date_gmt":"2026-05-29T17:06:51","guid":{"rendered":"https:\/\/17aitech.com\/?p=41024"},"modified":"2026-05-30T01:06:51","modified_gmt":"2026-05-29T17:06:51","slug":"cvpr-2026-%e5%9b%be%e5%83%8f%e7%bc%96%e8%be%91%e8%b6%8b%e5%8a%bf%e6%a2%b3%e7%90%86%ef%bc%9a%e4%bb%8e%e5%8f%82%e8%80%83%e4%b8%80%e5%bc%a0%e5%9b%be%ef%bc%8c%e5%88%b0%e8%9e%8d%e5%90%88%e6%95%b4%e4%b8%aa","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=41024","title":{"rendered":"CVPR 2026 \u56fe\u50cf\u7f16\u8f91\u8d8b\u52bf\u68b3\u7406\uff1a\u4ece\u53c2\u8003\u4e00\u5f20\u56fe\uff0c\u5230\u878d\u5408\u6574\u4e2a\u89c6\u89c9\u4e16\u754c"},"content":{"rendered":"
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\u8fc7\u53bb\uff0c\u6a21\u578b\u7684\u6838\u5fc3\u4ef7\u503c\u4e3b\u8981\u4f53\u73b0\u5728\u80fd\u5426\u751f\u6210\u9ad8\u8d28\u91cf\u3001\u9ad8\u6e05\u6670\u5ea6\u3001\u98ce\u683c\u4e30\u5bcc\u7684\u5355\u5f20\u56fe\u50cf\uff1b\u800c\u968f\u7740\u6587\u751f\u56fe\u3001\u56fe\u751f\u56fe\u548c\u6307\u4ee4\u5f0f\u7f16\u8f91\u80fd\u529b\u9010\u6e10\u6210\u719f\uff0c\u65b0\u7684\u74f6\u9888\u5f00\u59cb\u663e\u73b0\uff1a\u6a21\u578b\u80fd\u5426\u7406\u89e3\u591a\u5f20\u56fe\u7247\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u80fd\u5426\u5728\u4e0d\u540c\u89c6\u89d2\u548c\u573a\u666f\u4e2d\u4fdd\u6301\u540c\u4e00\u5bf9\u8c61\u7684\u4e00\u81f4\u6027\uff0c\u80fd\u5426\u628a\u591a\u4e2a\u53c2\u8003\u6765\u6e90\u81ea\u7136\u878d\u5408\u5230\u540c\u4e00\u753b\u9762\u4e2d\uff0c\u80fd\u5426\u5728\u6570\u636e\u7f3a\u5931\u6216\u9000\u5316\u65f6\u6062\u590d\u53ef\u4fe1\u7ec6\u8282\uff0c\u4ee5\u53ca\u80fd\u5426\u8ba9\u7528\u6237\u7cbe\u786e\u63a7\u5236\u6bcf\u4e00\u6b21\u7f16\u8f91\u7684\u5e45\u5ea6\u3002<\/span><\/p>\n

\u8fd9\u79cd\u53d8\u5316\u4e5f\u53cd\u6620\u5728 CVPR 2026 \u7684\u76f8\u5173\u7814\u7a76\u4e2d\u3002\u8d8a\u6765\u8d8a\u591a\u5de5\u4f5c\u5f00\u59cb\u4ece\u5355\u5f20\u56fe\u50cf\u751f\u6210\uff0c\u8f6c\u5411\u591a\u56fe\u5173\u7cfb\u5efa\u6a21\u3001\u8de8\u56fe\u50cf\u4e00\u81f4\u6027\u4fdd\u6301\u3001\u590d\u6742\u573a\u666f\u7ec4\u5408\u3001\u8fde\u7eed\u53ef\u63a7\u7f16\u8f91\u548c\u9ad8\u8d28\u91cf\u89c6\u89c9\u6570\u636e\u6062\u590d\u3002\u8fd9\u8bf4\u660e\u56fe\u50cf\u751f\u6210\u548c\u7f16\u8f91\u7684\u91cd\u70b9\u5df2\u7ecf\u4e0d\u53ea\u662f\u201c\u80fd\u4e0d\u80fd\u751f\u6210\u201d\uff0c\u800c\u662f\u6a21\u578b\u80fd\u5426\u5728\u590d\u6742\u7ea6\u675f\u4e0b\u7a33\u5b9a\u7406\u89e3\u5bf9\u8c61\u3001\u7ed3\u6784\u3001\u5173\u7cfb\u548c\u7528\u6237\u610f\u56fe\u3002<\/span><\/p>\n

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\u300aGroupEditing: Edit Multiple Images in One Go\u300b<\/span><\/strong>\u5173\u6ce8\u7684\u662f\u201c\u591a\u56fe\u4e00\u81f4\u7f16\u8f91\u201d\u95ee\u9898\uff0c\u76f8\u5173\u7814\u7a76\u6765\u81ea\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u3001\u6e05\u534e\u5927\u5b66\u3001\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u548c\u6089\u5c3c\u79d1\u6280\u5927\u5b66\u3002\u8bba\u6587\u4e3b\u8981\u7814\u7a76\u5982\u4f55\u5bf9\u4e00\u7ec4\u76f8\u5173\u56fe\u7247\u8fdb\u884c\u7edf\u4e00\u4fee\u6539\uff0c\u5e76\u4fdd\u8bc1\u7f16\u8f91\u540e\u7684\u7ed3\u679c\u5728\u5916\u89c2\u3001\u8eab\u4efd\u3001\u7ed3\u6784\u548c\u8bed\u4e49\u4e0a\u4fdd\u6301\u4e00\u81f4\u3002\u96f7\u5cf0\u7f51(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span><\/span><\/p>\n

\u4ee5\u5f80\u7684\u56fe\u50cf\u7f16\u8f91\u65b9\u6cd5\u5927\u591a\u9488\u5bf9\u5355\u5f20\u56fe\u7247\uff0c\u5982\u679c\u628a\u540c\u4e00\u4e2a\u6307\u4ee4\u5206\u522b\u5e94\u7528\u5230\u591a\u5f20\u76f8\u5173\u56fe\u7247\u4e0a\uff0c\u5f88\u5bb9\u6613\u51fa\u73b0\u7f16\u8f91\u6548\u679c\u4e0d\u7edf\u4e00\u7684\u95ee\u9898\u3002\u6bd4\u5982\u540c\u4e00\u4e2a\u7269\u4f53\u5728\u4e0d\u540c\u89c6\u89d2\u6216\u59ff\u6001\u4e0b\uff0c\u989c\u8272\u3001\u5f62\u72b6\u6216\u8eab\u4efd\u7279\u5f81\u53ef\u80fd\u4f1a\u88ab\u6539\u5f97\u4e0d\u4e00\u81f4\u3002<\/span><\/p>\n

\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u8bba\u6587\u63d0\u51fa\u4e86 GroupEditing \u6846\u67b6\uff0c\u628a\u4e00\u7ec4\u9759\u6001\u56fe\u7247\u770b\u4f5c\u201c\u4f2a\u89c6\u9891\u5e27\u201d\uff0c\u501f\u52a9\u89c6\u9891\u751f\u6210\u6a21\u578b\u672c\u8eab\u64c5\u957f\u4fdd\u6301\u8fde\u7eed\u5e27\u4e00\u81f4\u6027\u7684\u7279\u70b9\uff0c\u6765\u63d0\u5347\u591a\u5f20\u56fe\u7247\u4e4b\u95f4\u7684\u7f16\u8f91\u4e00\u81f4\u6027\u3002<\/span><\/p>\n

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\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2603.22883v3<\/span><\/span><\/p>\n

\u540c\u65f6\uff0c\u8bba\u6587\u8fd8\u5f15\u5165 VGGT \u6765\u63d0\u53d6\u56fe\u7247\u4e4b\u95f4\u7684\u51e0\u4f55\u5bf9\u5e94\u5173\u7cfb\uff0c\u5e76\u8bbe\u8ba1\u4e86 Ge-RoPE \u548c Identity-RoPE \u4e24\u4e2a\u6a21\u5757\u3002\u524d\u8005\u5e2e\u52a9\u4e0d\u540c\u56fe\u7247\u4e2d\u7684\u5bf9\u5e94\u533a\u57df\u66f4\u597d\u5bf9\u9f50\uff0c\u540e\u8005\u5e2e\u52a9\u540c\u4e00\u5bf9\u8c61\u5728\u4e0d\u540c\u56fe\u7247\u4e2d\u4fdd\u6301\u8eab\u4efd\u548c\u5916\u89c2\u4e00\u81f4\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u6a21\u578b\u4e0d\u4ec5\u77e5\u9053\u201c\u8981\u6539\u4ec0\u4e48\u201d\uff0c\u8fd8\u80fd\u591f\u66f4\u597d\u5730\u5224\u65ad\u201c\u4e0d\u540c\u56fe\u7247\u4e2d\u54ea\u91cc\u662f\u540c\u4e00\u4e2a\u5bf9\u8c61\u6216\u533a\u57df\u201d\u3002<\/span><\/p>\n

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\u65b9\u6cd5\u4e0a\uff0c\u5b83\u5de7\u5999\u5730\u7ed3\u5408\u4e86\u89c6\u9891\u6a21\u578b\u7684\u4e00\u81f4\u6027\u80fd\u529b\u548c\u663e\u5f0f\u51e0\u4f55\u5bf9\u9f50\u4fe1\u606f\uff0c\u4f7f\u591a\u56fe\u7f16\u8f91\u7ed3\u679c\u66f4\u52a0\u7a33\u5b9a\u3001\u7edf\u4e00\u3002\u5b9e\u9a8c\u7ed3\u679c\u4e5f\u8868\u660e\uff0cGroupEditing \u5728\u7f16\u8f91\u8d28\u91cf\u3001\u8bed\u4e49\u4e00\u81f4\u6027\u548c\u8de8\u56fe\u50cf\u4e00\u81f4\u6027\u65b9\u9762\u90fd\u4f18\u4e8e\u5df2\u6709\u65b9\u6cd5\u3002<\/span><\/p>\n

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\u5728\u591a\u56fe\u4e00\u81f4\u7f16\u8f91\u7684\u57fa\u7840\u4e0a\uff0c<\/span>\u300aMICo-150K: A Comprehensive Dataset Advancing Multi-Image Composition\u300b<\/span><\/strong>\u8fdb\u4e00\u6b65\u5173\u6ce8\u591a\u56fe\u7ec4\u5408\u751f\u6210\u95ee\u9898\uff0c\u76f8\u5173\u7814\u7a76\u6765\u81ea\u9999\u6e2f\u7406\u5de5\u5927\u5b66\u3001\u6e05\u534e\u5927\u5b66\u3001\u4e2d\u5c71\u5927\u5b66\u548c OPPO \u7814\u7a76\u9662\u3002<\/span><\/p>\n

\u8bba\u6587\u4e3b\u8981\u7814\u7a76\u7684\u662f\u591a\u56fe\u7ec4\u5408\u751f\u6210\uff0c\u4e5f\u5c31\u662f\u7ed9\u6a21\u578b\u591a\u5f20\u53c2\u8003\u56fe\u7247\uff0c\u8ba9\u5b83\u6839\u636e\u6587\u672c\u6307\u4ee4\u628a\u8fd9\u4e9b\u56fe\u7247\u4e2d\u7684\u4eba\u7269\u3001\u7269\u4f53\u3001\u670d\u88c5\u6216\u573a\u666f\u81ea\u7136\u5730\u7ec4\u5408\u5230\u4e00\u5f20\u65b0\u56fe\u4e2d\uff0c\u540c\u65f6\u4fdd\u6301\u8eab\u4efd\u4e00\u81f4\u3001\u8bed\u4e49\u5408\u7406\u548c\u753b\u9762\u534f\u8c03\u3002<\/span><\/p>\n

\u8fd9\u9879\u4efb\u52a1\u7684\u96be\u70b9\u5728\u4e8e\uff0c\u6a21\u578b\u4e0d\u4ec5\u8981\u7406\u89e3\u6bcf\u5f20\u53c2\u8003\u56fe\u4e2d\u7684\u5173\u952e\u5185\u5bb9\uff0c\u8fd8\u8981\u628a\u591a\u4e2a\u6765\u6e90\u7684\u4fe1\u606f\u878d\u5408\u5230\u540c\u4e00\u573a\u666f\u91cc\u3002\u4f8b\u5982\uff0c\u628a\u4e00\u4e2a\u4eba\u7269\u3001\u4e00\u4ef6\u8863\u670d\u3001\u51e0\u4e2a\u7269\u4f53\u548c\u4e00\u4e2a\u80cc\u666f\u7ec4\u5408\u6210\u4e00\u5f20\u5b8c\u6574\u56fe\u7247\u65f6\uff0c\u65e2\u4e0d\u80fd\u4e22\u5931\u53c2\u8003\u56fe\u4e2d\u7684\u8eab\u4efd\u7279\u5f81\uff0c\u4e5f\u4e0d\u80fd\u8ba9\u753b\u9762\u770b\u8d77\u6765\u50cf\u7b80\u5355\u62fc\u8d34\u3002<\/span><\/p>\n

\u4e3a\u4e86\u89e3\u51b3\u8bad\u7ec3\u6570\u636e\u4e0d\u8db3\u7684\u95ee\u9898\uff0c\u8bba\u6587\u63d0\u51fa\u4e86 MICo-150K \u6570\u636e\u96c6\uff0c\u7cfb\u7edf\u8986\u76d6 3 \u5927\u7c7b\u30017 \u4e2a\u5b50\u4efb\u52a1\u548c 27 \u79cd\u7ec6\u7c92\u5ea6\u7ec4\u5408\u7c7b\u578b\uff0c\u5e76\u52a0\u5165 De&Re \u4efb\u52a1\uff0c\u5373\u5148\u628a\u771f\u5b9e\u590d\u6742\u56fe\u50cf\u62c6\u89e3\u6210\u7ec4\u4ef6\uff0c\u518d\u91cd\u65b0\u7ec4\u5408\u3002<\/span><\/p>\n

\u5728\u6570\u636e\u6784\u5efa\u4e0a\uff0c\u4f5c\u8005\u5148\u6536\u96c6\u5e76\u6e05\u6d17\u4eba\u7269\u3001\u7269\u4f53\u3001\u670d\u88c5\u548c\u573a\u666f\u7b49\u9ad8\u8d28\u91cf\u6e90\u56fe\uff0c\u518d\u7528 GPT-4o \u751f\u6210\u591a\u56fe\u7ec4\u5408\u6307\u4ee4\uff0c\u5e76\u901a\u8fc7 Nano-Banana \u5408\u6210\u76ee\u6807\u56fe\u50cf\u3002<\/span><\/p>\n

\u4e4b\u540e\uff0c\u8bba\u6587\u4f7f\u7528 QwenVL2.5-72B\u3001ArcFace \u548c\u4eba\u5de5\u7b5b\u9009\u6765\u68c0\u67e5\u751f\u6210\u7ed3\u679c\uff0c\u786e\u4fdd\u53c2\u8003\u56fe\u7247\u4e2d\u7684\u5173\u952e\u5185\u5bb9\u88ab\u6b63\u786e\u4fdd\u7559\uff0c\u6700\u7ec8\u5f62\u6210\u9762\u5411\u591a\u56fe\u7ec4\u5408\u751f\u6210\u7684\u5927\u89c4\u6a21\u9ad8\u8d28\u91cf\u6570\u636e\u96c6\u3002<\/span><\/p>\n

<\/a><\/section>\n

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2512.07348v1<\/span><\/span><\/p>\n

\u8bba\u6587\u8fd8\u63d0\u51fa\u4e86 MICo-Bench \u8bc4\u6d4b\u57fa\u51c6\u548c Weighted-Ref-VIEScore \u6307\u6807\uff0c\u7528\u6765\u66f4\u5168\u9762\u5730\u8bc4\u4f30\u591a\u56fe\u7ec4\u5408\u751f\u6210\u7684\u6548\u679c\u3002\u5b9e\u9a8c\u4e2d\uff0c\u4f5c\u8005\u7528 MICo-150K \u5fae\u8c03\u4e86\u591a\u4e2a\u5f00\u6e90\u6a21\u578b\uff0c\u7ed3\u679c\u663e\u793a\u8fd9\u4e9b\u6a21\u578b\u7684\u591a\u56fe\u7ec4\u5408\u80fd\u529b\u90fd\u6709\u660e\u663e\u63d0\u5347\u3002<\/span><\/p>\n

\u5176\u4e2d\u57fa\u4e8e Qwen-Image-Edit \u5fae\u8c03\u5f97\u5230\u7684 Qwen-MICo\uff0c\u5728\u4e09\u56fe\u7ec4\u5408\u4efb\u52a1\u4e0a\u63a5\u8fd1\u751a\u81f3\u4f18\u4e8e Qwen-Image-2509\uff0c\u540c\u65f6\u8fd8\u80fd\u652f\u6301\u4efb\u610f\u6570\u91cf\u7684\u591a\u56fe\u8f93\u5165\u3002<\/span><\/p>\n

\u8fd9\u7bc7\u8bba\u6587\u7684\u4eae\u70b9\u5728\u4e8e\uff0c\u5b83\u4e0d\u662f\u5355\u7eaf\u63d0\u51fa\u4e00\u4e2a\u65b0\u6a21\u578b\uff0c\u800c\u662f\u7cfb\u7edf\u8865\u9f50\u4e86\u591a\u56fe\u7ec4\u5408\u751f\u6210\u9886\u57df\u7684\u6570\u636e\u3001\u4efb\u52a1\u5206\u7c7b\u3001\u8bc4\u6d4b\u57fa\u51c6\u548c\u57fa\u7840\u6a21\u578b\u3002MICo-150K \u4e3a\u6a21\u578b\u5b66\u4e60\u591a\u56fe\u878d\u5408\u3001\u8eab\u4efd\u4fdd\u6301\u548c\u590d\u6742\u573a\u666f\u7ec4\u5408\u63d0\u4f9b\u4e86\u5927\u89c4\u6a21\u8bad\u7ec3\u8d44\u6e90\uff1b<\/span><\/p>\n

MICo-Bench \u548c Weighted-Ref-VIEScore \u5219\u8ba9\u8fd9\u7c7b\u4efb\u52a1\u6709\u4e86\u66f4\u4e13\u95e8\u7684\u8bc4\u6d4b\u65b9\u5f0f\u3002\u603b\u4f53\u6765\u770b\uff0c\u8fd9\u7bc7\u8bba\u6587\u7684\u6838\u5fc3\u8d21\u732e\u662f\u63a8\u52a8\u591a\u56fe\u751f\u6210\u4ece\u201c\u80fd\u53c2\u8003\u4e00\u5f20\u56fe\u201d\u8d70\u5411\u201c\u80fd\u7406\u89e3\u5e76\u878d\u5408\u591a\u5f20\u56fe\u201d\u3002<\/span><\/p>\n

<\/a><\/section>\n

\u524d\u4e24\u7bc7\u8bba\u6587\u4e3b\u8981\u56f4\u7ed5\u591a\u56fe\u7f16\u8f91\u548c\u591a\u56fe\u751f\u6210\u5c55\u5f00\uff0c\u800c<\/span>\u300aReparameterized Tensor Ring Functional Decomposition for Multi-Dimensional Data Recovery\u300b<\/span><\/strong>\u5219\u4ece\u591a\u7ef4\u6570\u636e\u8868\u793a\u4e0e\u6062\u590d\u7684\u89d2\u5ea6\u5207\u5165\uff0c\u76f8\u5173\u7814\u7a76\u6765\u81ea\u6e56\u5357\u5e08\u8303\u5927\u5b66\u6570\u5b66\u4e0e\u7edf\u8ba1\u5b66\u9662\u3001\u8ba1\u7b97\u4e0e\u968f\u673a\u6570\u5b66\u6559\u80b2\u90e8\u91cd\u70b9\u5b9e\u9a8c\u5ba4\uff0c\u4ee5\u53ca\u5357\u65b9\u79d1\u6280\u5927\u5b66\u7edf\u8ba1\u4e0e\u6570\u636e\u79d1\u5b66\u7cfb\u3002<\/span><\/p>\n

\u8bba\u6587\u4e3b\u8981\u7814\u7a76\u7684\u662f\u591a\u7ef4\u6570\u636e\u6062\u590d\u95ee\u9898\uff0c\u4f8b\u5982\u56fe\u50cf\u4fee\u590d\u3001\u53bb\u566a\u3001\u8d85\u5206\u8fa8\u7387\u548c\u70b9\u4e91\u6062\u590d\u3002\u5b83\u5173\u6ce8\u7684\u6838\u5fc3\u662f\uff1a\u5982\u4f55\u7528\u66f4\u7d27\u51d1\u3001\u66f4\u8fde\u7eed\u7684\u65b9\u5f0f\u8868\u793a\u9ad8\u7ef4\u6570\u636e\uff0c\u5e76\u4ece\u7f3a\u5931\u3001\u7a00\u758f\u6216\u9000\u5316\u7684\u89c2\u6d4b\u4e2d\u6062\u590d\u51fa\u9ad8\u8d28\u91cf\u7ed3\u679c\u3002<\/span><\/p>\n

\u4f20\u7edf\u7684\u5f20\u91cf\u73af\u5206\u89e3 TR \u9002\u5408\u8868\u793a\u9ad8\u9636\u5f20\u91cf\uff0c\u4f46\u901a\u5e38\u4f9d\u8d56\u56fa\u5b9a\u7f51\u683c\u4e0a\u7684\u79bb\u6563\u6570\u636e\uff0c\u96be\u4ee5\u5904\u7406\u8fde\u7eed\u4fe1\u53f7\u6216\u975e\u89c4\u5219\u91c7\u6837\u6570\u636e\u3002<\/span><\/p>\n

\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u8bba\u6587\u63d0\u51fa\u4e86 TRFD\uff0c\u4e5f\u5c31\u662f\u5f20\u91cf\u73af\u51fd\u6570\u5206\u89e3\uff0c\u7528\u9690\u5f0f\u795e\u7ecf\u8868\u793a INR \u6765\u53c2\u6570\u5316\u5f20\u91cf\u56e0\u5b50\uff0c\u4f7f\u6a21\u578b\u53ef\u4ee5\u4ece\u8fde\u7eed\u5750\u6807\u4e2d\u751f\u6210\u5f20\u91cf\u8868\u793a\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u65b9\u6cd5\u4e0d\u4ec5\u80fd\u5904\u7406\u5e38\u89c4\u7f51\u683c\u6570\u636e\uff0c\u4e5f\u80fd\u5904\u7406\u70b9\u4e91\u8fd9\u7c7b\u975e\u7f51\u683c\u6570\u636e\u3002<\/span><\/p>\n

\u4e0d\u8fc7\uff0c\u76f4\u63a5\u7528 INR \u5b66\u4e60\u5f20\u91cf\u56e0\u5b50\u4f1a\u9047\u5230\u4e00\u4e2a\u95ee\u9898\uff1a\u6a21\u578b\u5bb9\u6613\u5148\u5b66\u4e60\u4f4e\u9891\u5185\u5bb9\uff0c\u800c\u5bf9\u7ec6\u8282\u7eb9\u7406\u3001\u8fb9\u7f18\u7ed3\u6784\u7b49\u9ad8\u9891\u4fe1\u606f\u5efa\u6a21\u4e0d\u8db3\u3002<\/span><\/p>\n

<\/a><\/section>\n

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2603.01034v2<\/span><\/span><\/p>\n

\u8bba\u6587\u901a\u8fc7\u9891\u57df\u5206\u6790\u6307\u51fa\uff0c\u5f20\u91cf\u73af\u56e0\u5b50\u7684\u9891\u7387\u7279\u6027\u4f1a\u76f4\u63a5\u5f71\u54cd\u6700\u7ec8\u6062\u590d\u7ed3\u679c\u7684\u9891\u7387\u8868\u73b0\uff0c\u56e0\u6b64\u5982\u679c\u56e0\u5b50\u672c\u8eab\u7f3a\u5c11\u9ad8\u9891\u6210\u5206\uff0c\u6062\u590d\u51fa\u7684\u56fe\u50cf\u6216\u70b9\u4e91\u4e5f\u4f1a\u7f3a\u5c11\u7ec6\u8282\u3002\u96f7\u5cf0\u7f51<\/span><\/p>\n

\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u8bba\u6587\u63d0\u51fa\u4e86 RepTRFD\uff0c\u4e5f\u5c31\u662f\u91cd\u53c2\u6570\u5316\u5f20\u91cf\u73af\u51fd\u6570\u5206\u89e3\u3002\u5b83\u628a\u6bcf\u4e2a\u5f20\u91cf\u73af\u56e0\u5b50\u8868\u793a\u6210\u201c\u53ef\u5b66\u4e60\u7684\u6f5c\u5728\u5f20\u91cf\u201d\u548c\u201c\u56fa\u5b9a\u57fa\u201d\u7684\u7ed3\u6784\u5316\u7ec4\u5408\uff0c\u4ece\u800c\u6539\u5584\u8bad\u7ec3\u52a8\u6001\uff0c\u8ba9\u6a21\u578b\u66f4\u5bb9\u6613\u5b66\u4e60\u9ad8\u9891\u7ec6\u8282\u3002\u540c\u65f6\uff0c\u8bba\u6587\u8fd8\u7ed9\u51fa\u4e86\u56fa\u5b9a\u57fa\u7684\u521d\u59cb\u5316\u65b9\u6cd5\uff0c\u5e76\u8bc1\u660e\u4e86\u6a21\u578b\u7684 Lipschitz \u8fde\u7eed\u6027\uff0c\u4ee5\u4fdd\u8bc1\u8bad\u7ec3\u8fc7\u7a0b\u66f4\u52a0\u7a33\u5b9a\u3002<\/span><\/p>\n

\u8fd9\u7bc7\u8bba\u6587\u7684\u4eae\u70b9\u5728\u4e8e\uff0c\u5b83\u4e0d\u662f\u5355\u7eaf\u63d0\u9ad8\u4e00\u4e2a\u89c6\u89c9\u4efb\u52a1\u7684\u6548\u679c\uff0c\u800c\u662f\u4ece\u5f20\u91cf\u8868\u793a\u548c\u9891\u7387\u5b66\u4e60\u7684\u89d2\u5ea6\u6539\u8fdb\u591a\u7ef4\u6570\u636e\u6062\u590d\u6846\u67b6\u3002<\/span><\/p>\n

\u65b9\u6cd5\u65e2\u4fdd\u7559\u4e86\u5f20\u91cf\u73af\u5206\u89e3\u7d27\u51d1\u3001\u9ad8\u6548\u7684\u4f18\u52bf\uff0c\u53c8\u901a\u8fc7 INR \u83b7\u5f97\u4e86\u8fde\u7eed\u5efa\u6a21\u80fd\u529b\uff0c\u518d\u901a\u8fc7\u91cd\u53c2\u6570\u5316\u589e\u5f3a\u4e86\u9ad8\u9891\u7ec6\u8282\u6062\u590d\u80fd\u529b\u3002\u5b9e\u9a8c\u8868\u660e\uff0cRepTRFD \u5728\u56fe\u50cf\u4fee\u590d\u3001\u53bb\u566a\u3001\u8d85\u5206\u8fa8\u7387\u548c\u70b9\u4e91\u6062\u590d\u7b49\u4efb\u52a1\u4e0a\u6574\u4f53\u4f18\u4e8e\u5df2\u6709\u65b9\u6cd5\uff0c\u5e76\u4e14\u5728\u76f8\u8fd1\u8ba1\u7b97\u91cf\u4e0b\u53d6\u5f97\u4e86\u66f4\u597d\u7684\u6062\u590d\u8d28\u91cf\u3002<\/span><\/p>\n

<\/a><\/section>\n

\u5728\u591a\u7ef4\u6570\u636e\u6062\u590d\u4e4b\u5916\uff0c\u300aSliderEdit: Continuous Image Editing with Fine-Grained Instruction Control\u300b\u53c8\u56de\u5230\u56fe\u50cf\u7f16\u8f91\u573a\u666f\uff0c\u4f46\u5b83\u5173\u6ce8\u7684\u91cd\u70b9\u662f\u7f16\u8f91\u8fc7\u7a0b\u4e2d\u7684\u7cbe\u7ec6\u63a7\u5236\u80fd\u529b\uff0c\u76f8\u5173\u7814\u7a76\u6765\u81ea\u9a6c\u91cc\u5170\u5927\u5b66\u548c Adobe \u7814\u7a76\u9662\u3002<\/span><\/p>\n

\u8bba\u6587\u4e3b\u8981\u7814\u7a76\u7684\u662f\u6307\u4ee4\u5f0f\u56fe\u50cf\u7f16\u8f91\u4e2d\u7684\u201c\u8fde\u7eed\u53ef\u63a7\u201d\u95ee\u9898\uff0c\u4e5f\u5c31\u662f\u8ba9\u7528\u6237\u4e0d\u4ec5\u80fd\u7528\u6587\u5b57\u544a\u8bc9\u6a21\u578b\u8981\u6539\u4ec0\u4e48\uff0c\u8fd8\u80fd\u50cf\u8c03\u8282\u6ed1\u6746\u4e00\u6837\u7cbe\u786e\u63a7\u5236\u6bcf\u4e2a\u7f16\u8f91\u6307\u4ee4\u7684\u5f3a\u5f31\u3002<\/span><\/p>\n

\u73b0\u6709\u7684\u56fe\u50cf\u7f16\u8f91\u6a21\u578b\u901a\u5e38\u4f1a\u628a\u6307\u4ee4\u4e00\u6b21\u6027\u5b8c\u6574\u6267\u884c\uff0c\u4f8b\u5982\u201c\u628a\u5934\u53d1\u53d8\u5377\u201d\u201c\u8ba9\u4eba\u7269\u5fae\u7b11\u201d\u201c\u628a\u80cc\u666f\u6362\u6210\u591c\u665a\u201d\u3002\u4f46\u7528\u6237\u5f88\u96be\u63a7\u5236\u8fd9\u4e9b\u53d8\u5316\u5230\u5e95\u8981\u591a\u5f3a\uff0c\u662f\u8f7b\u5fae\u5fae\u7b11\u8fd8\u662f\u5927\u7b11\uff0c\u662f\u7a0d\u5fae\u53d8\u5377\u8fd8\u662f\u975e\u5e38\u5377\u3002\u5c24\u5176\u5f53\u4e00\u4e2a\u63d0\u793a\u8bcd\u91cc\u5305\u542b\u591a\u4e2a\u7f16\u8f91\u8981\u6c42\u65f6\uff0c\u6a21\u578b\u5f80\u5f80\u7f3a\u5c11\u5bf9\u5355\u4e2a\u6307\u4ee4\u7684\u72ec\u7acb\u63a7\u5236\u80fd\u529b\u3002<\/span><\/p>\n

<\/a><\/section>\n

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2511.09715v1<\/span><\/span><\/p>\n

\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u8bba\u6587\u63d0\u51fa\u4e86 SliderEdit \u6846\u67b6\u3002\u5b83\u4f1a\u628a\u4e00\u4e2a\u590d\u6742\u7f16\u8f91\u6307\u4ee4\u62c6\u6210\u591a\u4e2a\u5b50\u6307\u4ee4\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u5b50\u6307\u4ee4\u63d0\u4f9b\u4e00\u4e2a\u53ef\u8c03\u8282\u7684\u6ed1\u6746\u3002<\/span><\/p>\n

\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u6ed1\u6746\u8fde\u7eed\u63a7\u5236\u67d0\u4e2a\u7f16\u8f91\u6548\u679c\u7684\u5f3a\u5ea6\uff0c\u751a\u81f3\u53ef\u4ee5\u8ba9\u67d0\u4e2a\u6548\u679c\u88ab\u524a\u5f31\u3001\u6b63\u5e38\u6267\u884c\u6216\u8fdb\u4e00\u6b65\u653e\u5927\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u56fe\u50cf\u7f16\u8f91\u5c31\u4e0d\u518d\u662f\u201c\u6539\u6216\u4e0d\u6539\u201d\u7684\u79bb\u6563\u64cd\u4f5c\uff0c\u800c\u53d8\u6210\u4e86\u66f4\u7ec6\u817b\u3001\u53ef\u4ea4\u4e92\u7684\u8fde\u7eed\u63a7\u5236\u8fc7\u7a0b\u3002<\/span><\/p>\n

\u65b9\u6cd5\u4e0a\uff0cSliderEdit \u7684\u6838\u5fc3\u662f\u5229\u7528\u73b0\u4ee3\u591a\u6a21\u6001\u6269\u6563 Transformer \u4e2d\u7684\u6307\u4ee4\u76f8\u5173 token \u8868\u793a\u3002\u4f5c\u8005\u53d1\u73b0\uff0c\u67d0\u4e9b\u6587\u672c token \u4f1a\u96c6\u4e2d\u63a7\u5236\u5bf9\u5e94\u7684\u89c6\u89c9\u7f16\u8f91\u6548\u679c\uff0c\u56e0\u6b64\u53ef\u4ee5\u901a\u8fc7\u5bf9\u8fd9\u4e9b token \u8fdb\u884c\u8c03\u8282\u6765\u63a7\u5236\u7f16\u8f91\u5f3a\u5ea6\u3002<\/span><\/p>\n

\u8bba\u6587\u8fdb\u4e00\u6b65\u63d0\u51fa Partial Prompt Suppression \u635f\u5931\uff0c\u8ba9\u6a21\u578b\u5b66\u4e60\u5982\u4f55\u53ea\u6291\u5236\u67d0\u4e00\u4e2a\u5b50\u6307\u4ee4\u7684\u89c6\u89c9\u5f71\u54cd\uff0c\u540c\u65f6\u4fdd\u7559\u5176\u4ed6\u7f16\u8f91\u6548\u679c\u3002\u5b83\u8fd8\u4f7f\u7528\u8f7b\u91cf\u7ea7\u7684\u4f4e\u79e9\u9002\u914d\u5668 LoRA\uff0c\u4e0d\u9700\u8981\u4e3a\u6bcf\u4e2a\u5c5e\u6027\u6216\u6982\u5ff5\u5355\u72ec\u8bad\u7ec3\u4e00\u4e2a\u65b0\u6a21\u578b\u3002<\/span><\/p>\n

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<\/a><\/section>\n
<\/span><\/section>\n

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\n
\n <\/a>
\n <\/a>\n <\/p>\n

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