{"id":36127,"date":"2025-01-06T13:00:11","date_gmt":"2025-01-06T05:00:11","guid":{"rendered":"https:\/\/17aitech.com\/?p=36127"},"modified":"2025-01-06T13:00:11","modified_gmt":"2025-01-06T05:00:11","slug":"neurips2024-ocr-omni%e6%9d%a5%e4%ba%86%ef%bc%8c%e5%ad%97%e8%8a%82%e5%8d%8e%e5%b8%88%e6%8f%90%e5%87%ba%e7%bb%9f%e4%b8%80%e7%9a%84%e5%a4%9a%e6%a8%a1%e6%80%81%e6%96%87%e5%ad%97%e7%90%86%e8%a7%a3","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36127","title":{"rendered":"NeurIPS2024 | OCR-Omni\u6765\u4e86\uff0c\u5b57\u8282&\u534e\u5e08\u63d0\u51fa\u7edf\u4e00\u7684\u591a\u6a21\u6001\u6587\u5b57\u7406\u89e3\u4e0e\u751f\u6210\u5927\u6a21\u578b"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:NeurIPS2024 | OCR-Omni\u6765\u4e86\uff0c\u5b57\u8282&\u534e\u5e08\u63d0\u51fa\u7edf\u4e00\u7684\u591a\u6a21\u6001\u6587\u5b57\u7406\u89e3\u4e0e\u751f\u6210\u5927\u6a21\u578b<\/a><\/p>\n

\u7814\u7a76\u80cc\u666f\u4e0e\u6311\u6218<\/strong><\/p>\n

\u5728\u4eba\u5de5\u667a\u80fd<\/mark>\u9886\u57df\uff0c\u8d4b\u4e88\u673a\u5668\u7c7b\u4eba\u7684\u56fe\u50cf\u6587\u5b57\u611f\u77e5\u3001\u7406\u89e3\u3001\u7f16\u8f91\u548c\u751f\u6210\u80fd\u529b\u4e00\u76f4\u662f\u7814\u7a76\u70ed\u70b9\u3002\u76ee\u524d\uff0c\u89c6\u89c9\u6587\u5b57\u9886\u57df\u7684\u5927\u6a21\u578b\u7814\u7a76\u4e3b\u8981\u805a\u7126\u4e8e\u5355\u6a21\u6001\u751f\u6210\u4efb\u52a1\u3002\u5c3d\u7ba1\u8fd9\u4e9b\u6a21\u578b\u5728\u67d0\u4e9b\u4efb\u52a1\u4e0a\u5b9e\u73b0\u4e86\u7edf\u4e00\uff0c\u4f46\u5728 OCR \u9886\u57df\u7684\u591a\u6570\u4efb\u52a1\u4e0a\u4ecd\u96be\u4ee5\u8fbe\u6210\u5168\u9762\u6574\u5408\u3002<\/p>\n

\u4f8b\u5982\uff0cMonkey \u7b49\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u64c5\u957f\u6587\u5b57\u68c0\u6d4b\u3001\u8bc6\u522b\u548c\u89c6\u89c9\u95ee\u7b54\uff08VQA\uff09\u7b49\u6587\u672c\u6a21\u6001\u751f\u6210\u4efb\u52a1\uff0c\u5374\u65e0\u6cd5\u80dc\u4efb\u6587\u5b57\u56fe\u50cf\u7684\u751f\u6210\u3001\u62b9\u9664\u548c\u7f16\u8f91\u7b49\u56fe\u50cf\u6a21\u6001\u751f\u6210\u4efb\u52a1\u3002\u53cd\u4e4b\uff0c\u4ee5 AnyText \u4e3a\u4ee3\u8868\u7684\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u56fe\u50cf\u751f\u6210<\/mark>\u6a21\u578b\u5219\u4e13\u6ce8\u4e8e\u56fe\u50cf\u521b\u5efa\u3002\u56e0\u6b64\uff0cOCR \u9886\u57df\u4e9f\u9700\u4e00\u4e2a\u80fd\u591f\u7edf\u4e00\u591a\u6a21\u6001\u751f\u6210\u7684\u5927\u6a21\u578b\u3002<\/p>\n

<\/a><\/p>\n

<\/a><\/p>\n

\u8bba\u6587\u94fe\u63a5: https:\/\/arxiv.org\/abs\/2407.16364<\/p>\n

\u4ee3\u7801\u5f00\u6e90: https:\/\/github.com\/bytedance\/TextHarmony<\/p>\n

\u5173\u952e\u95ee\u9898<\/strong><\/p>\n

\u591a\u6a21\u6001\u751f\u6210\u7684\u5185\u5728\u77db\u76fe<\/strong><\/p>\n

\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u591a\u6a21\u6001\u751f\u6210\u5927\u6a21\u578b\u9762\u4e34\u89c6\u89c9\u4e0e\u8bed\u8a00\u6a21\u6001\u4e4b\u95f4\u7684\u56fa\u6709\u4e0d\u4e00\u81f4\u6027\uff0c\u8fd9\u5f80\u5f80\u5bfc\u81f4\u6a21\u578b\u6027\u80fd\u663e\u8457\u4e0b\u6ed1\u3002\u5982\u56fe\u6240\u793a\uff0c\u5728\u6587\u672c\u751f\u6210\u4efb\u52a1\u4e0a\uff0c\u591a\u6a21\u6001\u751f\u6210\u6a21\u578b<\/mark>\u76f8\u6bd4\u5355\u6a21\u6001\u751f\u6210\u6a21\u578b<\/mark>\u6548\u679c\u964d\u4f4e5%\uff0c\u5728\u56fe\u50cf\u751f\u6210<\/mark>\u4e0a\u964d\u4f4e\u4e868%\u3002\u4e3a\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u8fd1\u671f\u7684\u4e00\u4e9b\u7814\u7a76\u91c7\u7528\u4e86\u7279\u5b9a\u6a21\u6001\u7684\u76d1\u7763\u5fae\u8c03\uff0c\u4ece\u800c\u5206\u522b\u4f18\u5316\u6587\u5b57\u751f\u6210\u548c\u56fe\u7247\u751f\u6210\u7684\u6a21\u578b\u6743\u91cd\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4e0e\u7edf\u4e00\u89c6\u89c9\u7406\u89e3\u4e0e\u751f\u6210\u7684\u521d\u8877\u76f8\u6096\u3002<\/p>\n

\u4e3a\u89e3\u51b3\u8fd9\u4e00\u96be\u9898\uff0c\u5b57\u8282\u8df3\u52a8\u4e0e\u534e\u4e1c\u5e08\u8303\u5927\u5b66\u7684\u8054\u5408\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u521b\u65b0\u6027\u7684\u591a\u6a21\u6001\u751f\u6210\u6a21\u578b<\/mark> \u2014\u2014TextHarmony\u3002\u8be5\u6a21\u578b\u4e0d\u4ec5\u7cbe\u901a\u89c6\u89c9\u6587\u672c\u7684\u611f\u77e5\u3001\u7406\u89e3\u548c\u751f\u6210\uff0c\u8fd8\u5728\u5355\u4e00\u6a21\u578b\u67b6\u6784\u4e2d\u5b9e\u73b0\u4e86\u89c6\u89c9\u4e0e\u8bed\u8a00\u6a21\u6001\u751f\u6210\u7684\u548c\u8c10\u7edf\u4e00\u3002<\/p>\n

TextHarmony: \u7a81\u7834\u6027\u8d21\u732e<\/strong><\/p>\n

TextHarmony \u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u5176\u6210\u529f\u6574\u5408\u4e86\u89c6\u89c9\u6587\u672c\u7684\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u3002\u4f20\u7edf\u7814\u7a76\u4e2d\uff0c\u8fd9\u4e24\u7c7b\u4efb\u52a1\u901a\u5e38\u7531\u72ec\u7acb\u6a21\u578b\u5904\u7406\u3002TextHarmony \u901a\u8fc7\u878d\u5408\u8fd9\u4e24\u5927\u7c7b\u751f\u6210\u6a21\u578b<\/mark>\uff0c\u5b9e\u73b0\u4e86\u89c6\u89c9\u6587\u5b57\u7406\u89e3\u548c\u751f\u6210\u7684\u540c\u6b65\u8fdb\u884c\uff0c\u4ece\u800c\u7edf\u7b79\u4e86 OCR \u9886\u57df\u7684\u591a\u6570\u4efb\u52a1\u3002<\/p>\n

\u7814\u7a76\u8868\u660e\uff0c\u89c6\u89c9\u7406\u89e3\u548c\u751f\u6210\u4e4b\u95f4\u5b58\u5728\u663e\u8457\u5dee\u5f02\uff0c\u76f4\u63a5\u6574\u5408\u53ef\u80fd\u5bfc\u81f4\u4e25\u91cd\u7684\u6a21\u6001\u4e0d\u4e00\u81f4\u95ee\u9898\u3002\u5177\u4f53\u800c\u8a00\uff0c\u591a\u6a21\u6001\u751f\u6210\u6a21\u578b<\/mark>\u5728\u6587\u672c\u751f\u6210\uff08\u89c6\u89c9\u611f\u77e5\u3001\u7406\u89e3\uff09\u548c\u56fe\u50cf\u751f\u6210<\/mark>\u65b9\u9762\uff0c\u76f8\u8f83\u4e8e\u4e13\u95e8\u7684\u5355\u6a21\u6001\u6a21\u578b\uff0c\u6027\u80fd\u51fa\u73b0\u660e\u663e\u9000\u5316\u3002<\/p>\n

<\/a><\/p>\n

\u6570\u636e\u663e\u793a\uff0c\u591a\u6a21\u6001\u751f\u6210\u6a21\u578b<\/mark>\u5728\u6587\u672c\u751f\u6210\u4efb\u52a1\u4e0a\u8f83\u5355\u6a21\u6001\u6a21\u578b\u6548\u679c\u964d\u4f4e 5%\uff0c\u56fe\u50cf\u751f\u6210<\/mark>\u4efb\u52a1\u4e0a\u6700\u9ad8\u964d\u4f4e 8%\u3002\u800c TextHarmony \u6210\u529f\u7f13\u89e3\u4e86\u8fd9\u4e00\u95ee\u9898\uff0c\u5176\u5728\u4e24\u7c7b\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u5747\u63a5\u8fd1\u5355\u6a21\u6001\u4e13\u5bb6\u6a21\u578b\u6c34\u5e73\u3002<\/p>\n

\u6280\u672f<\/strong>\u521b\u65b0<\/strong><\/p>\n

TextHarmony \u91c7\u7528\u4e86 ViT\u3001MLLM \u548c Diffusion Model \u7684\u7ec4\u5408\u67b6\u6784\uff1a<\/p>\n

1.ViT \u8d1f\u8d23\u56fe\u50cf\u5230\u89c6\u89c9 token \u5e8f\u5217\u7684\u8f6c\u6362\u3002<\/p>\n

2.MLLM \u5904\u7406\u89c6\u89c9 token \u548c\u6587\u672c token \u7684\u4ea4\u53c9\u5e8f\u5217\uff0c\u8f93\u51fa\u4e24\u7c7b token\uff1a<\/p>\n

\u00b7\u6587\u672c token \u7ecf\u6587\u672c\u89e3\u7801\u5668\u8f6c\u5316\u4e3a\u6587\u672c\u8f93\u51fa\u3002<\/p>\n

\u00b7\u89c6\u89c9 token \u4e0e\u6587\u672c token \u7ed3\u5408\uff0c\u4f5c\u4e3a Diffusion Model \u7684\u6761\u4ef6\u6307\u5f15\uff0c\u751f\u6210\u76ee\u6807\u56fe\u50cf\u3002<\/p>\n

\u8fd9\u79cd\u7ed3\u6784\u5b9e\u73b0\u4e86\u591a\u6a21\u6001\u5185\u5bb9\u7684\u5168\u9762\u7406\u89e3\u4e0e\u751f\u6210\u3002<\/p>\n

Slide-LoRA\uff1a\u89e3\u51b3\u65b9\u6848<\/strong><\/p>\n

\u4e3a\u514b\u670d\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u6a21\u6001\u4e0d\u4e00\u81f4\u95ee\u9898\uff0c\u7814\u7a76\u8005\u63d0\u51fa\u4e86 Slide-LoRA \u6280\u672f\u3002\u8be5\u65b9\u6cd5\u901a\u8fc7\u52a8\u6001\u6574\u5408\u6a21\u6001\u7279\u5b9a\u548c\u6a21\u6001\u65e0\u5173\u7684 LoRA\uff08Low-Rank Adaptation\uff09\u4e13\u5bb6\uff0c\u5728\u5355\u4e00\u6a21\u578b\u4e2d\u5b9e\u73b0\u4e86\u56fe\u50cf\u548c\u6587\u672c\u751f\u6210\u7a7a\u95f4\u7684\u90e8\u5206\u89e3\u8026\u3002<\/p>\n

Slide-LoRA \u5305\u542b\u4e00\u4e2a\u52a8\u6001\u95e8\u63a7\u7f51\u7edc\u548c\u4e09\u4e2a\u4f4e\u79e9\u5206\u89e3\u6a21\u5757\uff1a<\/p>\n

\u00b7\u6a21\u6001\u7279\u5b9a LoRA \u4e13\u5bb6\u805a\u7126\u4e8e\u7279\u5b9a\u6a21\u6001\uff08\u89c6\u89c9\u6216\u8bed\u8a00\uff09\u7684\u751f\u6210\u4efb\u52a1\u3002<\/p>\n

\u00b7\u6a21\u6001\u65e0\u5173 LoRA \u4e13\u5bb6\u5904\u7406\u8de8\u6a21\u6001\u7684\u901a\u7528\u7279\u5f81\u3002<\/p>\n

\u00b7\u52a8\u6001\u95e8\u63a7\u7f51\u7edc\u6839\u636e\u8f93\u5165\u7279\u5f81\uff0c\u7075\u6d3b\u8c03\u5ea6\u4e0d\u540c\u4e13\u5bb6\u7684\u53c2\u4e0e\u5ea6\u3002<\/p>\n

<\/a><\/p>\n

DetailedTextCaps-100K: \u9ad8\u8d28\u91cf\u6570\u636e\u96c6<\/strong><\/h3>\n

\u4e3a\u63d0\u5347\u89c6\u89c9\u6587\u672c\u751f\u6210\u6027\u80fd\uff0c\u7814\u7a76\u56e2\u961f\u5f00\u53d1\u4e86 DetailedTextCaps-100K \u6570\u636e\u96c6\u3002\u8be5\u96c6\u5229\u7528\u95ed\u6e90 MLLM\uff08Gemini Pro\uff09\u751f\u6210\u8be6\u5c3d\u7684\u56fe\u50cf\u63cf\u8ff0\uff0c\u4e3a\u6a21\u578b\u63d0\u4f9b\u4e86\u66f4\u4e30\u5bcc\u3001\u66f4\u805a\u7126\u4e8e\u89c6\u89c9\u548c\u6587\u672c\u5143\u7d20\u7684\u8bad\u7ec3\u8d44\u6e90\u3002<\/p>\n

<\/a><\/p>\n

\u8bad\u7ec3\u7b56\u7565<\/strong><\/p>\n

TextHarmony \u91c7\u7528\u4e24\u9636\u6bb5\u8bad\u7ec3\u65b9\u6cd5\uff1a<\/p>\n

1.\u9996\u9636\u6bb5\u5229\u7528 MARIO-LAION \u548c DocStruct4M \u7b49\u56fe\u6587\u5bf9\u9884\u8bad\u7ec3\u5bf9\u9f50\u6a21\u5757\u548c\u56fe\u50cf\u89e3\u7801\u5668\uff0c\u6784\u5efa\u57fa\u7840\u7684\u6587\u672c\u751f\u6210\u4e0e\u56fe\u50cf\u751f\u6210<\/mark>\u80fd\u529b\u3002<\/p>\n

2.\u6b21\u9636\u6bb5\u8fd0\u7528\u89c6\u89c9\u6587\u672c\u7684\u751f\u6210\u3001\u7f16\u8f91\u3001\u7406\u89e3\u3001\u611f\u77e5\u56db\u7c7b\u6570\u636e\u8fdb\u884c\u7edf\u4e00\u5fae\u8c03\u3002\u6b64\u9636\u6bb5\u5f00\u653e ViT\u3001\u5bf9\u9f50\u6a21\u5757\u3001\u56fe\u50cf\u89e3\u7801\u5668\u548c Slide-LoRA \u7684\u53c2\u6570\u66f4\u65b0\uff0c\u4ee5\u83b7\u5f97\u7edf\u4e00\u7684\u591a\u6a21\u6001\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\u3002<\/p>\n

\u5b9e\u9a8c\u8bc4\u4f30<\/strong><\/p>\n

\u7814\u7a76\u8005\u5bf9 TextHarmony \u5728\u89c6\u89c9\u6587\u672c\u573a\u666f\u4e0b\u8fdb\u884c\u4e86\u5168\u9762\u8bc4\u4f30\uff0c\u6db5\u76d6\u7406\u89e3\u3001\u611f\u77e5\u3001\u751f\u6210\u4e0e\u7f16\u8f91\u56db\u4e2a\u7ef4\u5ea6\uff1a<\/p>\n

<\/p>\n

1.\u89c6\u89c9\u6587\u672c\u7406\u89e3\uff1aTextHarmony \u663e\u8457\u4f18\u4e8e\u591a\u6a21\u6001\u751f\u6210\u6a21\u578b<\/mark>\uff0c\u6027\u80fd\u63a5\u8fd1 Monkey \u7b49\u4e13\u4e1a\u6587\u5b57\u7406\u89e3\u6a21\u578b\u3002<\/p>\n

<\/p>\n

<\/a><\/p>\n

2.\u89c6\u89c9\u6587\u672c\u611f\u77e5\uff1a\u5728OCR\u5b9a\u4f4d\u4efb\u52a1\u4e0a\uff0cTextHarmony\u8d85\u8fc7\u4e86TGDoc\u3001DocOwl1.5\u7b49\u77e5\u540d\u6a21\u578b\u3002<\/p>\n

<\/a><\/p>\n

3.\u89c6\u89c9\u6587\u672c\u7f16\u8f91\u4e0e\u751f\u6210\uff1aTextHarmony \u5927\u5e45\u9886\u5148\u4e8e\u73b0\u6709\u591a\u6a21\u6001\u751f\u6210\u6a21\u578b<\/mark>\uff0c\u4e14\u4e0e TextDiffuser2 \u7b49\u4e13\u4e1a\u6a21\u578b\u76f8\u5f53\u3002<\/p>\n

\u3002<\/p>\n

<\/a><\/p>\n

\u6587\u5b57\u751f\u6210\u6548\u679c\u5bf9\u6bd4<\/strong><\/p>\n

<\/a><\/p>\n

\u6587\u5b57\u7f16\u8f91\u6548\u679c\u5bf9\u6bd4<\/strong><\/p>\n

<\/a><\/p>\n

\u6587\u5b57\u56fe\u50cf\u611f\u77e5\u4e0e\u7406\u89e3\u53ef\u89c6\u5316<\/strong><\/p>\n

<\/a><\/p>\n

\u603b\u7ed3<\/strong>\u4e0e\u5c55\u671b<\/strong><\/p>\n

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