{"id":4773,"date":"2026-01-19T02:02:56","date_gmt":"2026-01-18T18:02:56","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4773"},"modified":"2026-01-19T02:02:56","modified_gmt":"2026-01-18T18:02:56","slug":"202601-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-camouflage-anything%ef%bc%9alearning-to-hide-using-controlled-out-painting-and-representation-engineering","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202601-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-camouflage-anything%ef%bc%9alearning-to-hide-using-controlled-out-painting-and-representation-engineering\/","title":{"rendered":"202601 \u8bba\u6587\u7814\u8bfb-Camouflage Anything\uff1aLearning to Hide using Controlled Out-painting and Representation Engineering"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aBiplab Das \u00b7 Viswanath Gopalakrishnan<\/p>\n\n\n\n<p>\u65f6\u95f4\uff1a2025\u5e74<\/p>\n\n\n\n<p>\u6765\u6e90\uff1aCVPR 2025<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u80cc\u666f<\/h2>\n\n\n\n<p>\u95ee\u9898\uff1a&nbsp;\u73b0\u6709\u7684\u4f2a\u88c5\u76ee\u6807\u68c0\u6d4b\uff08COD\uff09\u6570\u636e\u96c6\uff08\u5982COD10K, CAMO\uff09\u6570\u636e\u91cf\u6709\u9650\uff0c\u4e14\u6807\u6ce8\u6210\u672c\u9ad8\u3002<\/p>\n\n\n\n<p>\u73b0\u72b6\uff1a&nbsp;\u73b0\u6709\u7684\u751f\u6210\u5f0f\u4f2a\u88c5\u65b9\u6cd5\uff08\u5982SOTA\u65b9\u6cd5 LAKE-RED\uff09\u5728\u751f\u6210\u8d28\u91cf\u548c\u4f2a\u88c5\u6548\u679c\u4e0a\u4ecd\u6709\u4e0d\u8db3\u3002\u4f20\u7edf\u7684\u56fe\u50cf\u751f\u6210\u8bc4\u4ef7\u6307\u6807\uff08FID, KID\uff09\u65e0\u6cd5\u51c6\u786e\u8861\u91cf\u201c\u4f2a\u88c5\u7684\u8d28\u91cf\u201d<\/p>\n\n\n\n<p>\u76ee\u6807\uff1a&nbsp;\u63d0\u51fa\u4e00\u79cd\u80fd\u591f\u5229\u7528\u73b0\u6709\u7684\u5206\u5272\u6570\u636e\u96c6\uff08\u5982COCO\uff09\uff0c\u81ea\u52a8\u751f\u6210\u9ad8\u8d28\u91cf\u4f2a\u88c5\u56fe\u50cf\u7684\u6846\u67b6\uff0c\u5e76\u80fd\u63d0\u5347\u4e0b\u6e38\u68c0\u6d4b\u4efb\u52a1\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8d21\u732e<\/h2>\n\n\n\n<p>Camouflage Anything \u6846\u67b6\uff1a&nbsp;\u7ed3\u5408\u4e86\u53d7\u63a7\u5916\u7ed8\uff08Controlled Out-painting, CO\uff09\u548c\u8868\u5f81\u5de5\u7a0b\uff08Representation Engineering, RE\uff09\u3002\u4e0d\u4ec5\u80fd\u586b\u5145\u80cc\u666f\uff0c\u8fd8\u80fd\u5f3a\u5236\u524d\u666f\u7269\u4f53\u5b66\u4e60\u80cc\u666f\u7684\u7eb9\u7406\u7279\u5f81\u3002<\/p>\n\n\n\n<p>CamOT \u6307\u6807\uff1a&nbsp;\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u6700\u4f18\u4f20\u8f93\uff08Optimal Transport\uff09\u7684\u65b0\u6307\u6807\u3002\u901a\u8fc7\u8ba1\u7b97\u524d\u666f\u548c\u80cc\u666f\u7684\u9ad8\u65af\u6df7\u5408\u6a21\u578b\uff08GMM\uff09\u4e4b\u95f4\u7684Wasserstein\u8ddd\u79bb\uff0c\u6765\u91cf\u5316\u4f2a\u88c5\u7a0b\u5ea6\u3002<\/p>\n\n\n\n<p>\u4e0b\u6e38\u4efb\u52a1\u63d0\u5347\uff1a&nbsp;\u4f7f\u7528\u751f\u6210\u7684\u4f2a\u88c5\u6570\u636e\u5bf9SOTA\u5206\u5272\u6a21\u578b\uff08BiRefNet\uff09\u8fdb\u884cLoRA\u5fae\u8c03\uff0c\u663e\u8457\u63d0\u5347\u4e86\u4f2a\u88c5\u76ee\u6807\u5206\u5272\uff08COS\uff09\u7684\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u65b9\u6cd5<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"692\" height=\"339\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-38.png\" alt=\"\" class=\"wp-image-4784\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-38.png 692w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-38-300x147.png 300w\" sizes=\"auto, (max-width: 692px) 100vw, 692px\" \/><\/figure>\n\n\n\n<p>Camouflage Anything\u6846\u67b6\u5305\u542b\u4e09\u4e2a\u4e3b\u8981\u7ec4\u4ef6\uff1a<\/p>\n\n\n\n<p><strong>\u53d7\u63a7\u5916\u7ed8\u6a21\u5757 (Controlled Out-painting, CO)\uff1a<\/strong>\u00a0\u57fa\u4e8e ControlNet \u67b6\u6784\uff0c\u8d1f\u8d23\u5f15\u5165\u7a7a\u95f4\u63a9\u7801\u7ea6\u675f\uff0c\u63a7\u5236\u751f\u6210\u5185\u5bb9\u7684\u7a7a\u95f4\u5e03\u5c40\u3002                                                             \u5bf9\u4e8e\u80cc\u666f\u751f\u6210\u4efb\u52a1\uff0c\u8ba1\u7b97\u80cc\u666f\u533a\u57df\u7684\u5747\u503c\u989c\u8272 \uff0c\u5e76\u6309\u5982\u4e0b\u89c4\u5219\u6784\u9020\u56fe\u50cf\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"385\" height=\"80\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-51.png\" alt=\"\" class=\"wp-image-4806\" style=\"width:210px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-51.png 385w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-51-300x62.png 300w\" sizes=\"auto, (max-width: 385px) 100vw, 385px\" \/><\/figure>\n\n\n\n<p><strong>\u8868\u5f81\u589e\u5f3a\u6a21\u5757 (Representation Enhancement, RE)\uff1a<\/strong>\u00a0\u57fa\u4e8e CLIP \u7f16\u7801\u5668\u7684\u6f5c\u5728\u7a7a\u95f4\u64cd\u4f5c\uff0c\u8d1f\u8d23\u6784\u5efa\u5e76\u6ce8\u5165\u201c\u4f2a\u88c5\u201d\u8bed\u4e49\u7279\u5f81\u3002                                                              \u8bbe\u6e90\u6587\u672c\u63cf\u8ff0\u4e3aS\uff0c\u901a\u7528\u4f2a\u88c5\u63cf\u8ff0\u4e3a\u03d5\uff0c\u5bf9\u5e94\u8868\u5f81\u4e3a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"269\" height=\"45\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-52.png\" alt=\"\" class=\"wp-image-4807\" style=\"width:159px;height:auto\"\/><\/figure>\n\n\n\n<p>\u5b9a\u4e49\u5bf9\u6bd4\u5411\u91cf\uff0c\u523b\u753b\u4e86\u76ee\u6807\u8bed\u4e49\u76f8\u5bf9\u4e8e\u901a\u7528\u4f2a\u88c5\u8bed\u4e49\u7684\u5dee\u5f02\u4fe1\u606f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"133\" height=\"30\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-53.png\" alt=\"\" class=\"wp-image-4808\" style=\"width:89px;height:auto\"\/><\/figure>\n\n\n\n<p>\u901a\u8fc7\u81ea\u6ce8\u610f\u529b\u673a\u5236\u8ba1\u7b97\u5bf9\u6bd4\u52a0\u6743\u77e9\u9635\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"257\" height=\"71\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-54.png\" alt=\"\" class=\"wp-image-4809\" style=\"width:156px;height:auto\"\/><\/figure>\n\n\n\n<p>\u5e76\u751f\u6210\u66f4\u65b0\u8868\u5f81<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"165\" height=\"44\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-55.png\" alt=\"\" class=\"wp-image-4810\" style=\"width:108px;height:auto\"\/><\/figure>\n\n\n\n<p>\u6700\u7ec8\u589e\u5f3a\u8868\u5f81\u5b9a\u4e49\u5982\u4e0b\uff0c\u8be5\u589e\u5f3a\u8868\u5f81\u4f5c\u4e3a\u8de8\u6ce8\u610f\u529b\u6761\u4ef6\u8f93\u5165\u81f3\u6269\u6563\u6a21\u578b\u7684\u7f16\u7801\u5668\u4e0e\u89e3\u7801\u5668\u9636\u6bb5\uff0c\u7528\u4e8e\u5f15\u5bfc\u80cc\u666f\u7eb9\u7406\u751f\u6210\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"303\" height=\"45\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-56.png\" alt=\"\" class=\"wp-image-4811\" style=\"width:208px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-56.png 303w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-56-300x45.png 300w\" sizes=\"auto, (max-width: 303px) 100vw, 303px\" \/><\/figure>\n\n\n\n<p><strong>CamOT \u8bc4\u4f30\u5ea6\u91cf\uff1a<\/strong>\u00a0\u4e3a\u4e86\u89e3\u51b3 FID \u548c KID \u6307\u6807\u65e0\u6cd5\u533a\u5206\u201c\u9ad8\u8d28\u91cf\u56fe\u50cf\u201d\u4e0e\u201c\u9ad8\u8d28\u91cf\u4f2a\u88c5\u201d\u7684\u95ee\u9898\uff0c\u57fa\u4e8e\u6700\u4f18\u4f20\u8f93\u7406\u8bba\uff08Optimal Transport\uff09\u7684\u91cf\u5316\u6307\u6807\uff0c\u63d0\u51fa CamOT \u6307\u6807\uff0c\u7528\u4e8e\u8bc4\u4f30\u524d\u666f\u4e0e\u80cc\u666f\u7684\u5206\u5e03\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"432\" height=\"190\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-57.png\" alt=\"\" class=\"wp-image-4812\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-57.png 432w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-57-300x132.png 300w\" sizes=\"auto, (max-width: 432px) 100vw, 432px\" \/><\/figure>\n\n\n\n<p>\u9ad8\u65af\u6df7\u5408\u6a21\u578b\u5efa\u6a21 (GMM Modeling)\uff1a\u5bf9\u4e8e\u751f\u6210\u7684\u56fe\u50cf\uff0c\u63d0\u53d6\u524d\u666f\u533a\u57dfF\uff08\u7531\u63a9\u7801M\u5b9a\u4e49\uff09\u548c\u5c40\u90e8\u80cc\u666f\u533a\u57dfB\uff08M\u8fb9\u7f18\u5916\u626930\u50cf\u7d20\u8303\u56f4\uff09\u3002\u5206\u522b\u4f7f\u7528\u671f\u671b\u6700\u5927\u5316\uff08EM\uff09\u7b97\u6cd5\u62df\u5408\u4e24\u4e2a\u9ad8\u65af\u6df7\u5408\u6a21\u578b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"439\" height=\"40\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-58.png\" alt=\"\" class=\"wp-image-4813\" style=\"width:316px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-58.png 439w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-58-300x27.png 300w\" sizes=\"auto, (max-width: 439px) 100vw, 439px\" \/><\/figure>\n\n\n\n<p>\u5229\u7528\u6700\u4f18\u4f20\u8f93\u7406\u8bba\u4e2d\u7684 Wasserstein-2 \u8ddd\u79bb\u8ba1\u7b97\u4e24\u4e2a\u5206\u5e03\u4e4b\u95f4\u7684\u5dee\u5f02\uff0c\u8be5\u8ddd\u79bb\u91cf\u5316\u4e86\u5c06\u524d\u666f\u7eb9\u7406\u5206\u5e03\u53d8\u6362\u4e3a\u80cc\u666f\u7eb9\u7406\u5206\u5e03\u6240\u9700\u7684\u6700\u5c0f\u4ee3\u4ef7\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"262\" height=\"34\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-59.png\" alt=\"\" class=\"wp-image-4814\" style=\"width:201px;height:auto\"\/><\/figure>\n\n\n\n<p>\u901a\u8fc7 Sigmoid \u51fd\u6570\u5c06\u8ddd\u79bb\u6620\u5c04\u4e3a\u00a0[0,2][0,2]\u533a\u95f4\u7684\u8d28\u91cf\u5206\u6570\uff08\u5206\u6570\u8d8a\u9ad8\u8868\u793a\u4f2a\u88c5\u6548\u679c\u8d8a\u597d\uff0c\u5373\u5206\u5e03\u5dee\u5f02\u8d8a\u5c0f\uff09\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"380\" height=\"76\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-60.png\" alt=\"\" class=\"wp-image-4815\" style=\"width:266px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-60.png 380w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-60-300x60.png 300w\" sizes=\"auto, (max-width: 380px) 100vw, 380px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u9a8c\u8fc7\u7a0b<\/h2>\n\n\n\n<p><strong>\u6570\u636e\u96c6<\/strong>                                                                                                                      \u8bad\u7ec3\u6570\u636e\uff1aCOD10K\u6570\u636e\u96c6\u4e2d\u76845,066\u5f20\u56fe\u50cf<br>\u6d4b\u8bd5\u6570\u636e\uff1aLAKE-RED\u6570\u636e\u96c6<br>\u4f2a\u88c5\u7269\u4f53(COD)\uff1a\u6765\u81eaCOD10K\u3001CAMO\u3001NCAK<br>\u663e\u8457\u7269\u4f53(SOD)\uff1a\u4ece\u76f8\u5173\u6570\u636e\u96c6\u4e2d\u91c7\u6837<br>\u901a\u7528\u5206\u5272\u7269\u4f53(SEG)\uff1a\u6765\u81eaCOCO\u6570\u636e\u96c6<br>\u603b\u8ba1\uff1a6,473\u4e2a\u56fe\u50cf-\u63a9\u7801\u5bf9<\/p>\n\n\n\n<p><strong>\u5b9e\u9a8c\u914d\u7f6e<\/strong>                                                                                                                  \u57fa\u7840\u6a21\u578b\uff1aStable Diffusion v1-5<br>\u8bad\u7ec3\u8bbe\u7f6e\uff1a<br>Batch size: 4<br>\u8fed\u4ee3\u6b21\u6570: 600,000<br>GPU: A6000 48GB<br>\u5bf9\u6bd4\u914d\u7f6e\uff1a<br>CO + RE + BG\uff08\u4f7f\u7528\u80cc\u666f\u989c\u8272\uff09<br>CO + RE &#8211; BG\uff08\u80cc\u666f\u8bbe\u7f6e\u4e3a\u767d\u8272\uff09<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"932\" height=\"262\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-61.png\" alt=\"\" class=\"wp-image-4816\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-61.png 932w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-61-300x84.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-61-768x216.png 768w\" sizes=\"auto, (max-width: 932px) 100vw, 932px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"931\" height=\"392\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-62.png\" alt=\"\" class=\"wp-image-4817\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-62.png 931w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-62-300x126.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-62-768x323.png 768w\" sizes=\"auto, (max-width: 931px) 100vw, 931px\" \/><\/figure>\n\n\n\n<p><strong>\u5b9a\u91cf\u5bf9\u6bd4\u5206\u6790\uff1a<\/strong>                                                                                                       \u672c\u7814\u7a76\u63d0\u51fa\u7684\u65b9\u6cd5\u5728\u6240\u6709\u6d4b\u8bd5\u5b50\u96c6\u53ca\u603b\u4f53\u5e73\u5747\u5206\u4e0a\u5747\u53d6\u5f97\u4e86\u6700\u4f18\u7ed3\u679c\u3002\u5177\u4f53\u800c\u8a00\uff0c\u603b\u4f53 FID \u5f97\u5206\u4e3a\u00a0<strong>40.53<\/strong>\uff0cKID \u5f97\u5206\u4e3a\u00a0<strong>0.0155<\/strong>\uff0c\u663e\u8457\u4f18\u4e8e SOTA \u65b9\u6cd5 LAKE-RED\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"929\" height=\"143\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-63.png\" alt=\"\" class=\"wp-image-4818\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-63.png 929w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-63-300x46.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-63-768x118.png 768w\" sizes=\"auto, (max-width: 929px) 100vw, 929px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"930\" height=\"307\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-64.png\" alt=\"\" class=\"wp-image-4819\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-64.png 930w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-64-300x99.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-64-768x254.png 768w\" sizes=\"auto, (max-width: 930px) 100vw, 930px\" \/><\/figure>\n\n\n\n<p><strong>\u6d88\u878d\u5b9e\u9a8c\u663e\u793a<\/strong>\uff1a                                                                                                           \u7eb9\u7406\u8d28\u91cf\uff1a+RE\u914d\u7f6e\u663e\u8457\u6539\u5584\u80cc\u666f\u7eb9\u7406\u771f\u5b9e\u6027\uff0c\u5f15\u5165 RE \u6a21\u5757\u540e\uff0cFID \u4ece 55.58 \u964d\u81f3 40.53\uff0c\u8868\u660e\u901a\u8fc7 CLIP \u5d4c\u5165\u7a7a\u95f4\u7684\u8bed\u4e49\u589e\u5f3a\u6709\u6548\u5730\u5f15\u5bfc\u4e86\u751f\u6210\u8fc7\u7a0b\uff0c\u63d0\u5347\u4e86\u56fe\u50cf\u7684\u8bed\u4e49\u8fde\u8d2f\u6027\u3002<br>\u989c\u8272\u4e00\u81f4\u6027\uff1a+BG\u914d\u7f6e\u4fc3\u8fdb\u524d\u666f\u80cc\u666f\u989c\u8272\u878d\u5408\u3002\u5b9e\u9a8c\u89c2\u5bdf\u5230\u4e00\u4e2a\u663e\u8457\u7684\u73b0\u8c61\uff1a\u867d\u7136\u53bb\u9664\u80cc\u666f\u989c\u8272\u63a7\u5236\uff08-BG\uff09\u7684\u914d\u7f6e\u5728 FID\/KID \u6307\u6807\u4e0a\u8868\u73b0\u6700\u4f73\uff0c\u4f46\u5728\u5b9e\u9645\u7684\u4f2a\u88c5\u6548\u679c\u4e0a\uff0c\u5f15\u5165\u80cc\u666f\u63a7\u5236\uff08+BG\uff09\u80fd\u4fc3\u4f7f\u524d\u666f\u4e0e\u80cc\u666f\u7684\u989c\u8272\u5206\u5e03\u8d8b\u4e8e\u6536\u655b\u3002\u8fd9\u63ed\u793a\u4e86\u4f20\u7edf\u751f\u6210\u6307\u6807\uff08FID\/KID\uff09\u5728\u8bc4\u4f30\u201c\u4f2a\u88c5\u201d\u4efb\u52a1\u65f6\u7684\u5c40\u9650\u6027\u2014\u2014\u5373\u9ad8\u8d28\u91cf\u7684\u56fe\u50cf\u5e76\u4e0d\u7b49\u540c\u4e8e\u9ad8\u8d28\u91cf\u7684\u4f2a\u88c5\uff08\u9ad8\u5bf9\u6bd4\u5ea6\u7269\u4f53\u901a\u5e38\u5177\u6709\u66f4\u597d\u7684 FID\uff0c\u4f46\u4f2a\u88c5\u6027\u5dee\uff09\u3002<br>\u4f2a\u88c5\u6548\u679c\uff1aCO+RE+BG\u5728\u89c6\u89c9\u4f2a\u88c5\u6548\u679c\u4e0a\u6700\u4f73<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"760\" height=\"115\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-66.png\" alt=\"\" class=\"wp-image-4821\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-66.png 760w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-66-300x45.png 300w\" sizes=\"auto, (max-width: 760px) 100vw, 760px\" \/><\/figure>\n\n\n\n<p><strong>\u4e0d\u540c\u914d\u7f6e\u4e0b\u7684 CamOT \u5f97\u5206<\/strong>\uff08\u5206\u6570\u8d8a\u9ad8\u4ee3\u8868\u524d\u666f\u4e0e\u80cc\u666f\u5206\u5e03\u5dee\u5f02\u8d8a\u5c0f\uff0c\u4f2a\u88c5\u8d8a\u597d\uff09\u3002\u5e26\u6709\u80cc\u666f\u63a7\u5236\u7684\u914d\u7f6e\u5728\u6240\u6709\u6570\u636e\u96c6\u5212\u5206\u4e2d\u5747\u53d6\u5f97\u4e86\u6700\u9ad8\u7684 CamOT \u5747\u503c\uff0c\u8bc1\u5b9e\u4e86\u901a\u8fc7\u663e\u5f0f\u5730\u5c06\u80cc\u666f\u5747\u503c\u989c\u8272\u6ce8\u5165\u63a7\u5236\u56fe\u50cf\uff0c\u6a21\u578b\u80fd\u591f\u751f\u6210\u7eb9\u7406\u5206\u5e03\u4e0e\u80cc\u666f\u9ad8\u5ea6\u4e00\u81f4\u7684\u524d\u666f\u5bf9\u8c61\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u9ad8\u7ea7\u522b\u7684\u89c6\u89c9\u9690\u8eab\uff0c\u9a8c\u8bc1\u4e86 CamOT \u4f5c\u4e3a\u96be\u5ea6\u5206\u7ea7\u548c\u4f2a\u88c5\u8d28\u91cf\u8bc4\u4f30\u6807\u51c6\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"769\" height=\"189\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-67.png\" alt=\"\" class=\"wp-image-4822\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-67.png 769w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-67-300x74.png 300w\" sizes=\"auto, (max-width: 769px) 100vw, 769px\" \/><\/figure>\n\n\n\n<p><strong>\u4e0b\u6e38\u4efb\u52a1\u9a8c\u8bc1<\/strong>\uff1a\u4e3a\u9a8c\u8bc1\u751f\u6210\u6570\u636e\u7684\u5b9e\u7528\u4ef7\u503c\uff0c\u5b9e\u9a8c\u5c06\u751f\u6210\u7684\u4f2a\u88c5\u6570\u636e\u96c6\u7528\u4e8e\u5fae\u8c03\u6700\u5148\u8fdb\u7684\u4f2a\u88c5\u76ee\u6807\u5206\u5272\u6a21\u578b BiRefNet\u3002\u00a0                                                                      \u7ecf\u8fc7\u751f\u6210\u6570\u636e\u5fae\u8c03\u7684\u6a21\u578b\uff08BiRefNet + LoRA\uff09\u5728 SOD \u548c SEG \u6570\u636e\u96c6\u4e0a\u8868\u73b0\u51fa\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002                                                                                                       \u867d\u7136\u5728COD10K\u4e0a\u6027\u80fd\u7565\u6709\u4e0b\u964d\uff0c\u4f46\u5728\u901a\u7528\u573a\u666f\u4e0b\u7684\u5206\u5272\u80fd\u529b\u663e\u8457\u589e\u5f3a\uff0c\u8bc1\u660e\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u63d0\u5347\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5bf9\u9f50\u601d\u8003<\/h2>\n\n\n\n<p>1. \u6280\u672f\u521b\u65b0\u2014\u591a\u6a21\u6001\u62d3\u6251\u8ba4\u77e5<\/p>\n\n\n\n<p>\u53d7\u8bba\u6587\u4e2d\u00a0\u8868\u5f81\u5de5\u7a0b\uff08RE\uff09\u00a0\u5229\u7528\u8bed\u4e49\u5dee\u503c\u5411\u91cf\u63a7\u5236\u751f\u6210\u65b9\u5411\u7684\u542f\u53d1\uff0c\u53ef\u4ee5\u5f15\u5165\u201c\u8de8\u6a21\u6001\u62d3\u6251\u8ba4\u77e5\u201d\u4f5c\u4e3a\u521b\u65b0\u70b9\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5728\u591a\u6a21\u6001\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236\u4e2d\uff0c\u9700\u5f15\u5165\u51e0\u4f55\u62d3\u6251\u7ea6\u675f\uff0c\u53ef\u4ee5\u6784\u5efa\u4e00\u4e2a\u201c\u8bed\u4e49-\u51e0\u4f55\u53cc\u6d41\u6ce8\u610f\u529b\u7f51\u7edc\u201d\uff1a<\/p>\n\n\n\n<p>\u8bed\u4e49\u6d41\u501f\u9274\u8bba\u6587\u7684 RE \u6a21\u5757\uff0c\u901a\u8fc7 CLIP \u5411\u91cf\u63a7\u5236\u8ff7\u5f69\u7684\u201c\u9690\u8eab\u7a0b\u5ea6\u201d\uff1b<\/p>\n\n\n\n<p>\u51e0\u4f55\u6d41\u5219\u5229\u7528 ControlNet \u63d0\u53d6\u7684\u8f66\u8f86 Mask \u548c\u8fb9\u7f18\u4fe1\u606f\uff0c\u8ba1\u7b97\u6301\u4e45\u540c\u8c03\u7279\u5f81\uff0c\u5f3a\u5236\u751f\u6210\u8fc7\u7a0b\u4e2d\u7684\u6ce8\u610f\u529b\u56fe\u4fdd\u6301\u8f66\u8f86\u7684 3D \u62d3\u6251\u7ed3\u6784\u4e0d\u53d8\u3002<\/p>\n\n\n\n<p>2. \u6280\u672f\u76ee\u6807\u2014\u865a\u62df\u58f0\u666f\u5b6a\u751f\u751f\u6210<\/p>\n\n\n\n<p>\u4f9d\u6258\u8bba\u6587\u4e2d\u00a0\u53d7\u63a7\u5916\u7ed8\u4e0e\u00a0CamOT\u7684\u6838\u5fc3\u601d\u60f3\uff0c\u53ef\u5b9e\u73b0\u4ece\u5355\u4f53\u9002\u5e94\u5230\u573a\u57df\u5206\u5e03\uff1a\u8bba\u6587\u901a\u8fc7\u8ba1\u7b97\u524d\u666f GMM \u4e0e\u5c40\u90e8\u80cc\u666f GMM \u7684 Wasserstein \u8ddd\u79bb\u6765\u91cf\u5316\u4f2a\u88c5\uff0c\u8fc1\u79fb\u5230\u5728\u591a\u8f66\u573a\u666f\u4e0b\uff0c\u53ef\u4ee5\u8bbe\u8ba1\u4e00\u4e2a\u201c\u5168\u5c40 CamOT \u635f\u5931\u51fd\u6570\u201d\uff0c\u5728\u751f\u6210\u591a\u8f66\u56fe\u50cf\u65f6\uff0c\u4e0d\u4ec5\u6700\u5c0f\u5316\u5355\u8f66\u4e0e\u80cc\u666f\u7684\u8ddd\u79bb\uff0c\u8fd8\u8981\u6700\u5927\u5316\u8f66\u8f86\u4e4b\u95f4\u4f2a\u88c5\u7eb9\u7406\u7684\u591a\u6837\u6027\u4e0e\u534f\u540c\u6027\uff0c\u6a21\u62df\u771f\u5b9e\u6218\u573a\u4e2d\u201c\u540c\u4e00\u8ff7\u5f69\u9002\u5e94\u4e0d\u540c\u5c40\u90e8\u80cc\u666f\u201d\u7684\u590d\u6742\u5206\u5e03\u3002<\/p>\n\n\n\n<p>\u6784\u5efa\u4f2a\u88c5\u73af\u5883\u5b6a\u751f\uff1a&nbsp;\u501f\u9274\u8bba\u6587\u4e2d Mask \u5f15\u5bfc\u7684 Out-painting \u903b\u8f91\uff0c\u53cd\u5411\u5229\u7528\u8be5\u6280\u672f\u6784\u5efa\u201c\u6570\u5b57\u5b6a\u751f\u8bad\u7ec3\u573a\u201d\u3002\u5373\uff1a\u56fa\u5b9a\u8f66\u8f86\u7684\u8ff7\u5f69\u7eb9\u7406\uff08\u4f5c\u4e3a\u63a7\u5236\u6761\u4ef6\uff09\uff0c\u5229\u7528\u751f\u6210\u6a21\u578b\u53cd\u63a8\u6700\u9002\u5408\u8be5\u8ff7\u5f69\u7684\u201c\u80cc\u666f\u73af\u5883\u201d\u3002\u8fd9\u5c06\u6781\u5927\u5730\u6269\u5145\u6570\u636e\u7684\u591a\u6837\u6027\uff0c\u5b9e\u73b0\u201c\u8f66\u9002\u73af\u5883\u201d\u4e0e\u201c\u73af\u5883\u9002\u8f66\u201d\u7684\u53cc\u5411\u751f\u6210\u95ed\u73af\uff0c\u4e3a\u8bad\u7ec3\u9ad8\u9c81\u68d2\u6027\u7684\u68c0\u6d4b\u6a21\u578b\u63d0\u4f9b\u5b8c\u5907\u7684\u201c\u5206\u5e03\u5b6a\u751f\u201d\u6570\u636e\u652f\u6301\u3002<\/p>\n\n\n\n<p>3. \u573a\u666f\u529f\u80fd\u2014EchoMie<\/p>\n\n\n\n<p>\u8bba\u6587\u7684\u6838\u5fc3\u5728\u4e8e\u5229\u7528 CamOT \u6307\u6807\u6781\u503c\u5316\u5730\u8ffd\u6c42\u201c\u524d\u666f\u878d\u5165\u80cc\u666f\u201d\u3002\u5bf9\u4e8e EchoMie\uff0c\u6211\u4eec\u53ef\u4ee5\u501f\u9274\u8fd9\u79cd\u6280\u672f\u601d\u60f3\uff0c\u5229\u7528\u8bba\u6587\u4e2d\u7684\u5206\u5272\u63a9\u7801\u4e0e\u5c40\u90e8\u91cd\u7ed8\u6280\u672f\uff0c\u5b9e\u73b0\u524d\u666f\uff08\u7528\u6237\uff09\u4e0e\u80cc\u666f\uff08\u73af\u5883\uff09\u7684\u8bed\u4e49\u89e3\u8026\u3002\u5f53\u68c0\u6d4b\u5230\u201c\u793e\u6050\/\u4f4e\u843d\/\u5185\u7701\u201d\u60c5\u7eea\u65f6\uff0c\u7b97\u6cd5\u53ef\u6b63\u5411\u5e94\u7528\u8bba\u6587\u903b\u8f91\uff0c\u63d0\u9ad8\u80cc\u666f\u7eb9\u7406\u5bf9\u4eba\u7269\u8fb9\u7f18\u7684\u6e17\u900f\u7387\uff08High Blending\uff09\uff0c\u751f\u6210\u4e00\u79cd\u4eba\u7269\u4e0e\u73af\u5883\u8272\u8c03\u540c\u9891\u3001\u8fb9\u754c\u67d4\u548c\u7684\u201c\u4fdd\u62a4\u8272\u201d\u89c6\u89c9\u98ce\u683c\uff0c\u8425\u9020\u5b89\u5168\u611f\u4e0e\u6c89\u6d78\u611f\uff1b\u5f53\u68c0\u6d4b\u5230\u201c\u81ea\u4fe1\/\u5feb\u4e50\/\u5916\u5411\u201d\u60c5\u7eea\u65f6\uff0c\u7b97\u6cd5\u5219\u53cd\u5411\u5e94\u7528\u8bba\u6587\u903b\u8f91\uff0c\u4e3b\u52a8\u589e\u5927\u524d\u666f\u4e0e\u80cc\u666f\u7684\u7279\u5f81\u5206\u5e03\u8ddd\u79bb\uff08Low Blending\uff09\uff0c\u5f3a\u5316\u4eba\u7269\u4e3b\u4f53\u7684\u663e\u8457\u6027\u4e0e\u5149\u5f71\u5bf9\u6bd4\uff0c\u751f\u6210\u4e3b\u4f53\u7a81\u51fa\u7684\u9ad8\u5149\u65f6\u523b\u89c6\u9891\u3002<\/p>\n\n\n\n<p>\u53ef\u4ee5\u501f\u9274 RE \u6a21\u5757\uff0c\u8bba\u6587\u901a\u8fc7\u8ba1\u7b97R_source &#8211; R_null\u63d0\u53d6\u51fa\u62bd\u8c61\u7684\u201c\u4f2a\u88c5\u201d\u5411\u91cf\u5e76\u6ce8\u5165\u751f\u6210\u8fc7\u7a0b\uff0cEchoMie \u53ef\u590d\u7528\u8fd9\u4e00\u201c\u62bd\u8c61\u6982\u5ff5\u5411\u91cf\u5316\u6ce8\u5165\u201d\u7684\u673a\u5236\uff0c\u5efa\u7acb\u4e00\u4e2a\u57fa\u4e8e CLIP \u6f5c\u7a7a\u95f4\u7684\u60c5\u7eea\u8868\u5f81\u5e93\uff0c\u5f53 APP \u8bc4\u4f30\u51fa\u7528\u6237\u6b64\u523b\u5fc3\u60c5\u4e3a\u201c\u590d\u6742\u7684\u6000\u65e7\u201d\u65f6\uff0c\u7cfb\u7edf\u5229\u7528 RE \u6a21\u5757\u8ba1\u7b97\u201c\u5f53\u524d\u73af\u5883\u8bed\u4e49\u201d\u4e0e\u201c\u6000\u65e7\u60c5\u7eea\u8bed\u4e49\u201d\u7684\u7279\u5f81\u5411\u91cf\uff0c\u5e76\u901a\u8fc7\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236\uff08Cross-Attention\uff09\u5c06\u5176\u6ce8\u5165\u5230\u89c6\u9891\u98ce\u683c\u8fc1\u79fb\u6a21\u578b\u4e2d\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1aBiplab Das \u00b7 Viswanath Gopalakrishnan \u65f6\u95f4\uff1a2025\u5e74 \u6765\u6e90\uff1aCV [&hellip;]<\/p>\n","protected":false},"author":70,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4773","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4773","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/70"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=4773"}],"version-history":[{"count":2,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4773\/revisions"}],"predecessor-version":[{"id":4824,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4773\/revisions\/4824"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=4773"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=4773"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=4773"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}