{"id":10183,"date":"2026-07-14T00:36:10","date_gmt":"2026-07-13T16:36:10","guid":{"rendered":"https:\/\/infernews.com\/blog\/from-rgb-generation-to-dense-field-readout-pixel-space-dense-prediction-with-tex\/"},"modified":"2026-07-14T00:36:10","modified_gmt":"2026-07-13T16:36:10","slug":"from-rgb-generation-to-dense-field-readout-pixel-space-dense-prediction-with-tex","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/from-rgb-generation-to-dense-field-readout-pixel-space-dense-prediction-with-tex\/","title":{"rendered":"ReChannel\uff1a\u7528\u751f\u6210\u6a21\u578b\u505a\u5bc6\u96c6\u9810\u6e2c"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/demo.jpg\" alt=\"demo\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u5f35 RGB \u5716\u50cf\u60f3\u540c\u6642\u62ff\u5230\u6df1\u5ea6\u3001surface normal\u3001matting \u540c referring segmentation\uff0c\u901a\u5e38\u610f\u5473\u4f4f\u8981\u63db\u5e7e\u5957\u6a21\u578b\uff1bReChannel\u504f\u504f\u53cd\u5176\u9053\u800c\u884c\uff0c\u5c07\u9810\u8a13\u7df4 text-to-image DiT \u7684\u7a7a\u9593 token \u76f4\u63a5\u6539\u4f5c\u5bc6\u96c6\u9810\u6e2c\u8b80\u51fa\u3002\u9019\u4e0d\u662f\u5b8c\u6574\u8a13\u7df4\u6d41\u7a0b\u91cb\u51fa\uff0c\u800c\u662f\u504f\u5411 inference\uff0f\u8cea\u6027\u5c55\u793a\u7684 GitHub \u9805\u76ee\uff0c\u5b9a\u4f4d\u5f88\u6e05\u695a\uff1a\u5c55\u793a FLUX-Klein \u9aa8\u5e79\u9664\u5497\u751f\u5716\uff0c\u4ea6\u53ef\u4ee5\u505a pixel-space dense prediction\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u7684\u985e\u578b\u66f4\u63a5\u8fd1<strong>\u7814\u7a76\u578b\u6a21\u578b\u8b80\u51fa\u65b9\u6cd5\uff0b\u63a8\u7406\u793a\u7bc4\u5de5\u5177<\/strong>\uff0c\u5be6\u969b\u89e3\u6c7a\u7684\u662f\u300c\u53ef\u5426\u6cbf\u7528\u751f\u6210\u6a21\u578b\u5df2\u6709\u7684\u7a7a\u9593\u8868\u793a\uff0c\u907f\u514d\u70ba\u6bcf\u500b\u5bc6\u96c6\u4efb\u52d9\u91cd\u5efa\u4e00\u5957\u91cd\u578b\u89e3\u78bc\u5668\u300d\u3002\u505a\u6cd5\u4e0a\uff0c\u9aa8\u5e79\u7dad\u6301 frozen\uff0c\u53ea\u70ba\u6bcf\u500b\u4efb\u52d9\u52a0 LoRA\uff0c\u518d\u914d\u4e00\u500b token-local linear head\uff1b\u6a19\u91cf\u4efb\u52d9\u982d\u90e8\u5927\u7d04 33K \u53c3\u6578\uff0csurface normals \u7d04 99K\uff0c\u6c92\u6709 convolution\u3001\u6c92\u6709 upsampling\uff0c\u4e5f\u6c92\u6709 target-side VAE decoder\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u985e\u65b9\u6cd5\u5f88\u591a\u6703\u628a\u529f\u592b\u653e\u5728\u984d\u5916\u89e3\u78bc\u5668\u6216\u591a\u5c3a\u5ea6\u7d50\u69cb\uff0cReChannel\u7684\u53d6\u5411\u525b\u597d\u76f8\u53cd\uff1a\u76e1\u91cf\u628a\u7a7a\u9593\u7d50\u69cb\u7559\u5728 DiT token field \u5167\uff0c\u6700\u5f8c\u53ea\u505a\u901a\u9053\u91cd\u6620\u5c04\u3002\u9019\u7a2e\u8a2d\u8a08\u5920\u8f15\uff0c\u4f46\u53d6\u6368\u4ea6\u76f4\u63a5\uff0c\u73fe\u6709\u5132\u5b58\u5eab\u6c92\u6709\u5b8c\u6574 benchmark pipeline\uff0c\u59ff\u614b\u4f30\u8a08\u4ea6\u672a\u653e\u5165\u6700\u5c0f\u793a\u7bc4\uff0c\u6240\u4ee5\u66f4\u9069\u5408\u7528\u4f86\u7406\u89e3\u65b9\u6cd5\u6f5b\u529b\uff0c\u800c\u975e\u76f4\u63a5\u62ff\u4f86\u505a\u56b4\u683c\u6a6b\u5411\u6bd4\u8f03\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u652f\u63f4\u55ae\u5f35\u5716\u7247\u63a8\u7406\uff0c\u53ef\u8f38\u51fa depth\u3001normal\u3001matting\u3001refseg\uff0crefseg \u9700\u8981\u8f38\u5165\u6587\u5b57\u63cf\u8ff0<\/li>\n<li>\u4f9d\u8cf4 CUDA GPU\uff0c\u9996\u6b21\u57f7\u884c\u6703\u81ea\u52d5\u4e0b\u8f09 <code>black-forest-labs\/FLUX.2-klein-base-4B<\/code> \u8207\u5c0d\u61c9 LoRA\u3001\u7dda\u6027\u982d\u6b0a\u91cd<\/li>\n<li>depth\u3001normal\u3001matting \u6703\u4fdd\u7559\u9577\u5bec\u6bd4\u4e26\u53ef\u7528 horizontal-flip TTA\uff1brefseg \u56fa\u5b9a\u5728 512\u00b2 \u55ae\u6b21\u524d\u5411<\/li>\n<li>\u5df2\u516c\u958b\u7684\u662f demo\/inference \u7248\u672c\uff0c\u4e0d\u662f\u8ad6\u6587\u8868\u683c\u6240\u7528\u7684\u5b8c\u6574\u8a55\u6e2c\u6d41\u7a0b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u53d7\u76ca\u6700\u5927\u7684\u4eba\uff0c\u6703\u662f\u7814\u7a76 dense prediction\u3001\u751f\u6210\u6a21\u578b\u518d\u5229\u7528\u3001\u6216\u8005\u60f3\u6e2c\u8a66 LoRA \u80fd\u5426\u628a\u540c\u4e00\u9aa8\u5e79\u8f49\u6210\u591a\u4efb\u52d9\u8996\u89ba\u8b80\u51fa\u7684\u5718\u968a\u3002\u76f8\u95dc\u6a21\u578b\u6838\u5fc3\u662f <code>black-forest-labs\/FLUX.2-klein-base-4B<\/code>\uff0c\u518d\u758a\u52a0\u6bcf\u4efb\u52d9 LoRA adapters\uff1b\u5c0d\u60f3\u7814\u7a76\u751f\u6210\u6a21\u578b\u8868\u793a\u80fd\u5426\u5916\u501f\u5230\u8996\u89ba\u7406\u89e3\u5de5\u5e8f\u7684\u4eba\uff0c\u9019\u500b\u9805\u76ee\u76f8\u7576\u503c\u5f97\u7559\u610f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/xmz111\/ReChannel\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u540c\u4e00\u5f35\u5716\u76f4\u63a5\u8b80\u51fa\u6df1\u5ea6\u3001\u6cd5\u7dda\u3001\u53bb\u80cc\u751a\u81f3\u6587\u5b57\u6307\u5411\u5206\u5272\uff0cReChannel\u628a text-to-image \u6a21\u578b\u8b8a\u6210\u5be6\u7528\u8996\u89ba\u8b80\u53d6\u5668\u3002\u5b83\u5438\u5f15\u4eba\u7684\u5730\u65b9\uff0c\u4e0d\u5728\u65bc\u52a0\u5927\u6a21\u578b\uff0c\u800c\u662f\u5e7e\u4e4e\u53ea\u9760\u8f15\u91cf LoRA \u8207\u7dda\u6027\u982d\u5b8c\u6210\u8f49\u5411\u3002<\/p>\n","protected":false},"author":8,"featured_media":10182,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,165,179,33,30,129,120,199],"tags":[],"class_list":["post-10183","post","type-post","status-publish","format-standard","hentry","category-133","category-165","category-nvidia","category-stablediffusion","category-image","category-txt2img","category-120","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10183","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=10183"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10183\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10182"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10183"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10183"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10183"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}