{"id":12039,"date":"2026-09-10T00:32:00","date_gmt":"2026-09-09T16:32:00","guid":{"rendered":"https:\/\/infernews.com\/blog\/moviegrid-multi-grid-post-training-for-long-form-multi-shot\/"},"modified":"2026-09-10T01:47:01","modified_gmt":"2026-09-09T17:47:01","slug":"moviegrid-multi-grid-post-training-for-long-form-multi-shot","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/moviegrid-multi-grid-post-training-for-long-form-multi-shot\/","title":{"rendered":"MovieGrid \u628a\u9577\u7247\u62c6\u6210\u65b9\u683c\u751f\u6210\uff0c\u89e3\u6c7a\u591a\u93e1\u982d\u4e00\u81f4\u6027"},"content":{"rendered":"\n
\"Repository<\/figure>\n\n\n\n

MovieGrid \u91dd\u5c0d\u7684\u75db\u9ede\u5f88\u76f4\u63a5\uff1a\u73fe\u6709\u5f71\u7247\u751f\u6210\u6a21\u578b\u50be\u5411\u72a7\u7272\u591a\u93e1\u982d\u6558\u4e8b\u5b8c\u6574\u6027\u4f86\u63db\u53d6\u55ae\u93e1\u982d\u5167\u7684\u52d5\u4f5c\u9023\u8cab\uff0c\u800c\u50b3\u7d71\u628a\u6574\u6bb5\u6545\u4e8b\u6cbf\u6642\u9593\u8ef8\u58d3\u7e2e\u7684\u505a\u6cd5\uff0c\u66f4\u6703\u52a0\u6df1\u9019\u500b\u504f\u5dee\u3002<\/p>\n\n\n\n

\u6838\u5fc3\u505a\u6cd5\u662f\u628a\u4e00\u6bb5\u9577\u5f71\u7247\u5207\u6210\u5206\u4f48\u65bc\u7a7a\u9593\u65b9\u683c\u4e0a\u7684\u77ed\u7247\u6bb5\uff0c\u6bcf\u683c\u53ea\u8ca0\u8cac\u5c11\u91cf\u93e1\u982d\u8207\u8f03\u77ed\u7684\u6642\u9593\u8de8\u5ea6\uff0c\u5f9e\u800c\u964d\u4f4e\u55ae\u683c\u9700\u8981\u5efa\u6a21\u7684\u8f49\u5834\u6578\u91cf\uff1b\u540c\u6642\u6240\u6709\u683c\u5b50\u6703\u88ab\u806f\u5408\u751f\u6210\uff0c\u4e26\u900f\u904e Grid Embedding\u3001\u89d2\u8272\u611f\u77e5\u7684 Story Prompt \u4ee5\u53ca Grid Boundary Loss \u4f86\u7dad\u6301\u683c\u8207\u683c\u4e4b\u9593\u7684\u929c\u63a5\u3002\u8a13\u7df4\u6642\u63a1\u7528\u7684 Noise-Free Random-Grid Training\uff0c\u6703\u96a8\u6a5f\u4fdd\u7559\u90e8\u5206\u683c\u5b50\u4f5c\u70ba\u4e7e\u6de8\u8996\u89ba\u4e0a\u4e0b\u6587\uff0c\u5f15\u5c0e\u5176\u9918\u683c\u5b50\u7684\u53bb\u566a\u904e\u7a0b\u3002<\/p>\n\n\n\n

\u9805\u76ee\u4ee5 Wan2.2-TI2V-5B \u4f5c\u70ba\u57fa\u5ea7\u6a21\u578b\uff0c\u4e26\u914d\u642d\u81ea\u5bb6\u69cb\u5efa\u7684 MGLV \u8cc7\u6599\u96c6\u2014\u2014\u5f9e 1,000 \u6bb5\u9577\u7247\u8403\u53d6\u51fa 54K \u689d\u65b9\u683c\u5f71\u7247\uff0c\u6bcf\u689d\u90fd\u9644\u6709\u89d2\u8272\u7d1a\u6545\u4e8b\u6a19\u8a3b\u3002\u5728\u7b49\u91cf token \u9810\u7b97\u4e0b\uff0cMovieGrid \u5728 1,616 \u5e40\u9577\u7247\u88e1\u53ef\u751f\u6210\u6bd4 Temporal Packing \u57fa\u7dda\u591a 6.05 \u500d\u7684\u93e1\u982d\uff0c\u4e26\u5728\u81ea\u5efa\u57fa\u6e96\u4e0a\u53d6\u5f97 0.9131 \u7684\u93e1\u982d\u5167\u4e00\u81f4\u6027\u8207 0.5914 \u7684\u8de8\u93e1\u982d\u4e00\u81f4\u6027\uff0c\u5206\u5225\u512a\u65bc HoloCine \u8207 StoryMem\u3002<\/p>\n\n\n<\/div>\n\n\n

\u76ee\u524d\u5df2\u958b\u6e90 16 \u683c\u8207 64 \u683c\u7684\u8a13\u7df4\u8207\u63a8\u7406\u914d\u7f6e\uff0c\u4ee5\u53ca\u5c0d\u61c9\u7684 MovieGrid-16\u3001MovieGrid-64 LoRA \u6b0a\u91cd\uff1b\u74b0\u5883\u9700\u4ee5 Python 3.10 \u642d\u914d\u5b98\u65b9 Wan2.2 \u5009\u5eab\u5b89\u88dd\u3002\u5c0d\u9700\u8981\u6279\u91cf\u7522\u51fa\u591a\u93e1\u982d\u77ed\u7247\u3001\u5ee3\u544a\u5206\u93e1\u6216\u6558\u4e8b\u9810\u89bd\u7684\u5718\u968a\uff0c\u9019\u5957\u6846\u67b6\u63d0\u4f9b\u4e86\u6bd4\u55ae\u6642\u9593\u8ef8\u65b9\u6848\u66f4\u53ef\u64f4\u5c55\u7684\u8def\u5f91\uff0c\u4f46\u751f\u6210\u54c1\u8cea\u4ecd\u53d7\u57fa\u5ea7\u6a21\u578b\u8207\u8cc7\u6599\u898f\u6a21\u6240\u9650\uff0c\u672a\u4f86\u8a08\u5283\u52a0\u5165 first frame \u8207 storyboard \u689d\u4ef6\u63a7\u5236\u3002<\/p>\n\n\n\n

\u91cd\u9ede\u6458\u8981\uff1a<\/strong>
\n– \u6838\u5fc3\u65b9\u6cd5<\/strong>\uff1a\u5c07\u9577\u7247\u5207\u6210\u7a7a\u9593\u65b9\u683c\u77ed\u7247\u6bb5\u4e26\u806f\u5408\u751f\u6210\uff0c\u6e1b\u8f15\u6bcf\u683c\u6642\u9593\u8de8\u5ea6\u8ca0\u64d4\u3002
\n– \u95dc\u9375\u6a5f\u5236<\/strong>\uff1aGrid Embedding\u3001\u89d2\u8272\u611f\u77e5 Story Prompt\u3001Grid Boundary Loss \u8207 Noise-Free Random-Grid Training\u3002
\n– \u57fa\u5ea7\u8207\u8cc7\u6599<\/strong>\uff1a\u57fa\u65bc Wan2.2-TI2V-5B\uff0c\u914d\u642d\u81ea\u5efa MGLV \u8cc7\u6599\u96c6\u5171 54K \u689d\u65b9\u683c\u5f71\u7247\u3002
\n– \u958b\u6e90\u72c0\u614b<\/strong>\uff1a\u5df2\u91cb\u51fa 16 \u683c\u8207 64 \u683c\u7684\u63a8\u7406\u914d\u7f6e\u3001\u8a13\u7df4\u4ee3\u78bc\uff0c\u4ee5\u53ca\u5c0d\u61c9 LoRA \u6b0a\u91cd\u3002<\/p>\n\n\n\n

\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 GitHub<\/strong><\/a> \u00b7 \u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

\u4f86\u81ea UC Santa Cruz \u7b49\u9662\u6821\u7684 MovieGrid \u6846\u67b6\uff0c\u628a\u9577\u7247\u62c6\u6210\u7a7a\u9593\u65b9\u683c\u540c\u6b65\u751f\u6210\uff0c\u76ee\u6a19\u662f\u540c\u6642\u517c\u9867\u93e1\u982d\u5167\u9023\u7e8c\u52d5\u4f5c\u8207\u8de8\u93e1\u982d\u8996\u89ba\u4e00\u81f4\u6027\u3002<\/p>\n","protected":false},"author":8,"featured_media":12038,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,31,162,131,152,150,76,127,197,199],"tags":[],"class_list":["post-12039","post","type-post","status-publish","format-standard","hentry","category-133","category-video","category-ai-productions","category-embedding","category-python","category-150","category-76","category-127","category-framework","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12039","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=12039"}],"version-history":[{"count":2,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12039\/revisions"}],"predecessor-version":[{"id":12042,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12039\/revisions\/12042"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/12038"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=12039"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=12039"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=12039"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}