{"id":12591,"date":"2026-09-24T13:47:39","date_gmt":"2026-09-24T05:47:39","guid":{"rendered":"https:\/\/infernews.com\/blog\/comfyui-ltx2-5-msr-standalone-multi-reference-image-conditioning\/"},"modified":"2026-09-24T13:47:39","modified_gmt":"2026-09-24T05:47:39","slug":"comfyui-ltx2-5-msr-standalone-multi-reference-image-conditioning","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/comfyui-ltx2-5-msr-standalone-multi-reference-image-conditioning\/","title":{"rendered":"LTX-2.5 \u52a0\u5165\u591a\u5716\u8207\u8072\u97f3\u53c3\u8003\u63a7\u5236"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/09\/pasted-10b1b1294429.jpg\" alt=\"Repository image for liconstudio\/ComfyUI-LTX2.5-MSR\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8981\u5728 LTX-2.5 \u751f\u6210\u5f71\u7247\u6642\u7dad\u6301\u591a\u500b\u4eba\u7269\u3001\u7269\u4ef6\u6216\u5834\u666f\u7684\u9023\u8cab\u6027\uff0c\u55ae\u9760\u6587\u5b57\u63d0\u793a\u5f80\u5f80\u4e0d\u5920\u3002ComfyUI-LTX2.5-MSR \u662f\u4e00\u500b ComfyUI \u64f4\u5145\u5de5\u5177\uff0c\u900f\u904e MSR LoRA \u628a\u6700\u591a\u4e94\u5f35\u7368\u7acb\u7de8\u78bc\u7684\u53c3\u8003\u5716\u7247\u52a0\u5165\u5f71\u7247 latent\uff1b\u914d\u5408 AVref LoRA\uff0c\u9084\u53ef\u70ba\u6700\u591a\u5169\u4f4d\u8aaa\u8a71\u8005\u52a0\u5165\u8072\u97f3\u53c3\u8003\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u8655\u7406\u7684\u4e0d\u662f\u666e\u901a\u5716\u7247\u62fc\u63a5\uff0c\u800c\u662f\u4fdd\u7559 MSR\uff08Multiple Subject Reference\uff09\u7684\u8a13\u7df4\u65b9\u5f0f\uff1a\u6bcf\u500b\u53c3\u8003\u5f71\u50cf\u90fd\u6709 learned slot embedding\uff0c\u53c3\u8003 token \u6703\u9810\u5148\u52a0\u5165\u6a21\u578b\u8f38\u5165\uff0c\u4e26\u914d\u5408\u56fa\u5b9a\u6392\u5e8f\u53ca\u9023\u7e8c\u8ca0\u6642\u9593\u4f4d\u7f6e\uff0c\u8b93 LTX-2.5 \u7684 self-attention \u8b80\u53d6\u4eba\u7269\u3001\u8863\u7269\u3001\u7269\u4ef6\u548c\u5834\u666f\u8cc7\u8a0a\u3002\u53c3\u8003\u5716\u7247\u6703\u81ea\u52d5\u8abf\u6574\u5927\u5c0f\u3001\u7f6e\u4e2d\u88c1\u526a\u53ca\u4ee5\u767d\u8272\u586b\u88dc\uff0c\u4ea6\u652f\u63f4 tiled VAE encoding\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">v1.2.2 \u5c07\u5716\u7247\u548c\u8072\u97f3\u53c3\u8003\u96c6\u4e2d\u5230\u540c\u4e00\u500b LoRA loader \u53ca Reference Guide\u3002\u5169\u500b audio latent \u53ef\u5206\u5225\u914d\u5c0d pic1 \u548c pic2\uff1b\u7f3a\u5c11\u67d0\u6bb5\u8072\u97f3\u6642\uff0c\u5c0d\u61c9\u6642\u9593\u7a97\u6703\u4fdd\u6301\u7a7a\u767d\uff0c\u4e0d\u6703\u4ee4\u5f8c\u9762\u7684\u53c3\u8003\u4f4d\u7f6e\u524d\u79fb\uff0c\u4e26\u53ef\u9078\u64c7 25 \u6216 33 \u5e40\u7684\u5716\u7247\u53c3\u8003\u9577\u5ea6\u3002README \u540c\u6642\u63d0\u4f9b V2 \u7bc4\u4f8b\u5de5\u4f5c\u6d41\u7a0b\uff0c\u5c55\u793a\u52a0\u5165\u8072\u97f3\u53c3\u8003\u7684\u5169\u968e\u6bb5 sampling \u53ca latent-upscale refinement\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u7528\u524d\u9700\u8981 LTX-2.5 \u539f\u751f\u6a21\u578b\u3001\u7b26\u5408\u8981\u6c42\u7684 MSR \u6216 AVref LoRA\uff0c\u4ee5\u53ca ComfyUI \u7684\u6a21\u578b\u3001conditioning\u3001latent\u3001VAE\u3001sampler \u548c AV \u7bc0\u9ede\u3002LoRA \u5fc5\u9808\u5305\u542b reference_slot_embedding \u6b0a\u91cd\uff0c\u666e\u901a LoRA \u6703\u88ab\u62d2\u7d55\uff1b\u9805\u76ee\u8cc7\u6599\u672a\u63d0\u4f9b\u5b8c\u6574\u5b89\u88dd\u6307\u4ee4\u6216\u786c\u4ef6\u6027\u80fd\u6e2c\u8a66\uff0c\u56e0\u6b64\u751f\u6210\u901f\u5ea6\u3001\u986f\u5b58\u9700\u6c42\u53ca\u6700\u7d42\u4e00\u81f4\u6027\u4ecd\u8981\u6309\u672c\u5730\u6a21\u578b\u3001\u89e3\u6790\u5ea6\u548c\u53c3\u8003\u6578\u91cf\u81ea\u884c\u9a57\u8b49\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6700\u591a\u4e94\u5f35\u5716\u7247\u53c3\u8003\uff0c\u652f\u63f4\u4eba\u7269\u3001\u7269\u4ef6\u3001\u80cc\u666f\u7b49\u4e0d\u540c\u89d2\u8272<\/li>\n<li>AVref LoRA \u53ef\u52a0\u5165\u6700\u591a\u5169\u4f4d\u8aaa\u8a71\u8005\u7684\u8072\u97f3\u53c3\u8003<\/li>\n<li>\u7a00\u758f audio slots \u4fdd\u7559\u7d55\u5c0d\u6642\u9593\u4f4d\u7f6e\uff0c\u4e0d\u6703\u91cd\u65b0\u6392\u5217\u5f8c\u7e8c\u53c3\u8003<\/li>\n<li>\u9069\u5408\u55ae\u968e\u6bb5\u751f\u6210\uff0c\u4e5f\u53ef\u63a5\u5165\u5169\u968e\u6bb5 latent-upscale \u5de5\u4f5c\u6d41\u7a0b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/liconstudio\/ComfyUI-LTX2.5-MSR\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/LiconStudio\/LTX-2.5-Multiple-Subject-Reference\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u60f3\u4ee4\u5f71\u7247\u4e2d\u7684\u4eba\u7269\u3001\u7269\u4ef6\u548c\u8072\u97f3\u66f4\u4e00\u81f4\uff0c\u9019\u500b ComfyUI 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