{"id":12811,"date":"2026-10-01T22:48:57","date_gmt":"2026-10-01T14:48:57","guid":{"rendered":"https:\/\/infernews.com\/blog\/thinkv2v-unleashing-the-reasoning-capability\/"},"modified":"2026-10-01T22:48:57","modified_gmt":"2026-10-01T14:48:57","slug":"thinkv2v-unleashing-the-reasoning-capability","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/thinkv2v-unleashing-the-reasoning-capability\/","title":{"rendered":"ThinkV2V \u8b93\u5f71\u7247\u7de8\u8f2f\u5148\u601d\u8003\u518d\u751f\u6210"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/pasted-2cc1d065ec1f.jpg\" alt=\"ThinkV2V Overview\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9762\u5c0d\u300c\u6309\u5834\u666f\u95dc\u4fc2\u4fee\u6539\u5f71\u7247\u300d\u9019\u985e\u6307\u4ee4\uff0c\u55ae\u9760\u6587\u5b57\u8a9e\u610f\u5c0d\u9f4a\u5f80\u5f80\u4e0d\u8db3\u3002ThinkV2V\u5c6c\u65bc\u63a8\u7406\u5c0e\u5411\u7684\u5f71\u7247\u7de8\u8f2f\u6846\u67b6\uff0c\u8b93Multimodal Large Language Model\uff08MLLM\uff09\u5148\u5206\u6790\u4f86\u6e90\u5f71\u7247\u8207\u6307\u4ee4\uff0c\u518d\u628a\u63a8\u7406\u7d50\u679c\u8f49\u6210DiT\u5f71\u7247\u751f\u6210\u5668\u53ef\u7528\u7684\u689d\u4ef6\u8a0a\u865f\uff0c\u8655\u7406\u7269\u4ef6\u95dc\u4fc2\u3001\u6642\u9593\u8b8a\u5316\u53ca\u96b1\u542b\u610f\u5716\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MLLM\u4e26\u975e\u53ea\u64d4\u4efb\u975c\u614b\u8a9e\u610f\u7de8\u78bc\u5668\uff0cQwen3-VL-8B-Thinking\u8ca0\u8cac\u7406\u89e3\u548c\u63a8\u7406\uff0cconnector\u5247\u628a\u76f8\u95dc\u7279\u5fb5\u5c0d\u9f4a\u81f3DiT\u689d\u4ef6\u7a7a\u9593\uff1b\u539f\u59cb\u6587\u5b57\u5d4c\u5165\u3001MLLM\u96b1\u85cf\u72c0\u614b\u53ca\u4f86\u6e90\u5f71\u7247\u7684VAE\u7279\u5fb5\u6703\u4e00\u540c\u4ea4\u7531ThinkV2V-5B\u57f7\u884c\u7de8\u8f2f\u3002\u8a13\u7df4\u7531\u7a69\u5b9a\u7684\u57fa\u672c\u7de8\u8f2f\u9010\u6b65\u904e\u6e21\u81f3\u9ad8\u89e3\u50cf\u5ea6\u53ca\u63a8\u7406\u5bc6\u96c6\u6848\u4f8b\uff0c\u63a8\u7406\u968e\u6bb5\u4ea6\u6703\u751f\u6210\u591a\u500b\u5019\u9078\u8a08\u5283\uff0c\u518d\u7531MLLM\u7be9\u9078\u8f03\u53ef\u9760\u7684\u4e00\u500b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9069\u5408\u5834\u666f<\/strong>\uff1a\u9700\u8981\u6839\u64da\u6642\u9593\u8108\u7d61\u3001\u7269\u4ef6\u4e92\u52d5\u6216\u56e0\u679c\u95dc\u4fc2\u4fee\u6539\u5f71\u7247\u7684\u5de5\u4f5c\u6d41\u7a0b\u3002<\/li>\n<li><strong>\u8a55\u4f30\u8cc7\u6e90<\/strong>\uff1a\u63d0\u4f9bThinkV2V-150K\u8a13\u7df4\u6578\u64da\u96c6\u53caThinkV2V-Bench\uff0c\u5f8c\u8005\u5305\u542b308\u500b\u6a23\u672c\u548c5\u985e\u63a8\u7406\u5bc6\u96c6\u7de8\u8f2f\uff0c\u9810\u8a2d\u652f\u63f4720p\u3002<\/li>\n<li><strong>\u57f7\u884c\u689d\u4ef6<\/strong>\uff1aPython 3.10\u3001CUDA 12.x\u3001PyTorch 2.6.0\uff0c\u4e26\u4ee5torchrun\u6216accelerate\u9032\u884c\u591aGPU\u904b\u7b97\u3002<\/li>\n<li><strong>\u8cc7\u6599\u9650\u5236<\/strong>\uff1aOpenVE-HQ-1M\u8207ThinkV2V-150K\u4e3b\u8981\u662fmetadata\u91cb\u51fa\uff0c\u4e0b\u8f09\u8173\u672c\u4e0d\u6703\u4e00\u4f75\u53d6\u5f97OpenVE-3M\u5f71\u7247\u8cc7\u6599\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9805\u76ee\u9700\u8981\u540c\u6642\u6e96\u5099ThinkV2V\u3001Qwen3-VL-8B-Thinking\u3001Wan2.2-TI2V-5B\u53caLucy-Edit-Dev\u7b49\u6b0a\u91cd\uff0c\u4e26\u6309\u5132\u5b58\u5eab\u6307\u5b9a\u7684data\u8207weights\u7d50\u69cb\u653e\u7f6e\uff0c\u8f03\u9069\u5408\u6709CUDA\u591aGPU\u74b0\u5883\u53ca\u5f71\u7247\u751f\u6210\u7d93\u9a57\u7684\u7814\u7a76\u5718\u968a\u3002\u5b83\u76f8\u8f03\u53ea\u628aMLLM\u7576\u7de8\u78bc\u5668\u7684\u505a\u6cd5\uff0c\u63db\u53d6\u66f4\u6df1\u5165\u7684\u6307\u4ee4\u7406\u89e3\uff0c\u4f46\u63a8\u7406\u3001\u591a\u5019\u9078\u7be9\u9078\u53ca\u591a\u6a21\u578b\u6b0a\u91cd\u4ea6\u6703\u589e\u52a0\u986f\u5b58\u3001\u6642\u9593\u548c\u5b89\u88dd\u6210\u672c\uff1b\u5132\u5b58\u5eab\u63d0\u4f9b\u6a21\u578b\u3001\u8cc7\u6599\u96c6\u8207\u57fa\u6e96\u6e2c\u8a66\uff0c\u537b\u672a\u5728\u63d0\u4f9b\u5167\u5bb9\u4e2d\u5217\u51fa\u53ef\u76f4\u63a5\u5f15\u7528\u7684\u91cf\u5316\u9818\u5148\u5e45\u5ea6\uff0c\u4e0d\u80fd\u53ea\u6191\u67b6\u69cb\u5ba3\u7a31\u5168\u9762\u52dd\u904e\u5176\u4ed6\u5f71\u7247\u7de8\u8f2f\u5668\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/correr-zhou.github.io\/ThinkV2V\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/Correr-Zhou\/ThinkV2V\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/donghao-zhou\/ThinkV2V-5B\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>ThinkV2V\u8b93\u591a\u6a21\u614b\u6a21\u578b\u5148\u7406\u89e3\u5f71\u7247\u4e2d\u7684\u56e0\u679c\u8207\u96b1\u542b\u610f\u5716\uff0c\u518d\u4ea4\u7531DiT\u5b8c\u6210\u8f03\u8907\u96dc\u7684\u6307\u4ee4\u5f0f\u5f71\u7247\u7de8\u8f2f\u3002<\/p>\n","protected":false},"author":8,"featured_media":12810,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,164,176,162,76,119,127,185,179,140,31,197,163,152,150,199],"tags":[],"class_list":["post-12811","post","type-post","status-publish","format-standard","hentry","category-133","category-164","category-176","category-ai-productions","category-76","category-119","category-127","category-qwen","category-nvidia","category-gemini","category-video","category-framework","category-163","category-python","category-150","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12811","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=12811"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12811\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/12810"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=12811"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=12811"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=12811"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}