{"id":40444,"date":"2025-08-27T21:05:02","date_gmt":"2025-08-27T13:05:02","guid":{"rendered":"https:\/\/17aitech.com\/?p=40444"},"modified":"2025-08-27T21:05:02","modified_gmt":"2025-08-27T13:05:02","slug":"%e5%a4%9a%e6%a8%a1%e6%80%81%e6%96%b0%e6%97%97%e8%88%b0minicpm-v-4-5%ef%bc%9a8b-%e6%80%a7%e8%83%bd%e8%b6%85%e8%b6%8a-72b%ef%bc%8c%e9%ab%98%e5%88%b7%e8%a7%86%e9%a2%91%e7%90%86%e8%a7%a3%e5%8f%88%e5%87%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40444","title":{"rendered":"\u591a\u6a21\u6001\u65b0\u65d7\u8230MiniCPM-V 4.5\uff1a8B \u6027\u80fd\u8d85\u8d8a 72B\uff0c\u9ad8\u5237\u89c6\u9891\u7406\u89e3\u53c8\u51c6\u53c8\u5feb"},"content":{"rendered":"

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

\u4eca\u5929\uff0c\u6211\u4eec\u6b63\u5f0f\u5f00\u6e90 8B \u53c2\u6570\u7684\u9762\u58c1\u5c0f\u94a2\u70ae MiniCPM-V 4.5 \u591a\u6a21\u6001\u65d7\u8230\u6a21\u578b\uff0c\u6210\u4e3a\u884c\u4e1a\u9996\u4e2a\u5177\u5907\u201c\u9ad8\u5237\u201d\u89c6\u9891\u7406\u89e3\u80fd\u529b\u7684\u591a\u6a21\u6001\u6a21\u578b\uff0c\u770b\u5f97\u51c6\u3001\u770b\u5f97\u5feb\uff0c\u770b\u5f97\u957f\uff01\u9ad8\u5237\u89c6\u9891\u7406\u89e3\u3001\u957f\u89c6\u9891\u7406\u89e3\u3001OCR\u3001\u6587\u6863\u89e3\u6790\u80fd\u529b\u540c\u7ea7 SOTA\uff0c\u4e14\u6027\u80fd\u8d85\u8fc7 Qwen2.5-VL 72B\uff0c\u582a\u79f0\u6700\u5f3a\u7aef\u4fa7\u591a\u6a21\u6001\u6a21\u578b\u3002<\/p>\n

?\u00a0MiniCPM-V 4.5 \u4eae\u70b9\u4e00\u89c8\u00a0<\/p>\n

?\u00a0\u9996\u4e2a\u300c\u9ad8\u5237\u89c6\u9891\u7406\u89e3\u300d\u591a\u6a21\u6001\u6a21\u578b\uff0c\u517c\u987e\u6027\u80fd\u4e0e\u6548\u7387\uff1a\u9ad8\u5237\u89c6\u9891\u7406\u89e3\u540c\u7ea7 SOTA \u4e14\u8d85\u8fc7 Qwen2.5-VL 72B\u00a0\u8d8a\u7ea7\u9886\u5148\uff1b\u540c\u7b49\u89c6\u89c9 token \u5f00\u9500\u4e0b\uff0c MiniCPM-V 4.5 \u53ef\u63a5\u6536 6 \u500d\u89c6\u9891\u5e27\u6570\u91cf\uff0c\u8fbe\u5230 96 \u500d\u89c6\u89c9\u538b\u7f29\u7387\uff0c\u662f\u540c\u7c7b\u6a21\u578b\u7684 12-24 \u500d\uff1b<\/p>\n

? \u6700\u5f3a\u591a\u6a21\u6001 SOTA \u6a21\u578b\uff1a\u56fe\u7247\u7406\u89e3\u3001\u957f\u89c6\u9891\u7406\u89e3\u3001OCR\u3001\u6587\u6863\u89e3\u6790\u540c\u7ea7 SOTA\uff0c\u4e14\u8d85\u8fc7 Qwen2.5-VL 72B \u8fbe\u5230\u00a0\u8d8a\u7ea7\u9886\u5148\uff1b<\/p>\n

?\u200d?\u00a0\u7aef\u4fa7\u53cb\u597d\uff1a\u63d0\u4f9b SOTA \u7ea7\u591a\u6a21\u6001\u8868\u73b0\u7684\u540c\u65f6\uff0c\u5e26\u6765\u6700\u4f73\u7684\u63a8\u7406\u6548\u7387\uff0c\u663e\u5b58\u5360\u7528\u3001\u5e73\u5747\u63a8\u7406\u65f6\u95f4\u7b49\u9886\u5148\u4f18\u52bf\u663e\u8457\uff1b<\/p>\n

?\u00a0\u652f\u6301\u957f\u601d\u8003\u3001\u77ed\u601d\u8003\u53ef\u63a7\u6df7\u5408\u63a8\u7406\uff0c\u6027\u80fd\u597d\u3001\u901f\u5ea6\u5feb\u3002<\/p>\n

\u00a0\u27a4\u00a0\u00a0\u6a21\u578b\u94fe\u63a5\u00a0<\/p>\n

?\u00a0Github\uff1a\u00a0<\/p>\n

https:\/\/github.com\/OpenBMB\/MiniCPM-o<\/p>\n

?\u00a0Hugging Face:\u00a0\u00a0<\/p>\n

https:\/\/huggingface.co\/openbmb\/MiniCPM-V-4_5<\/p>\n

?\u00a0ModelScope:\u00a0<\/p>\n

https:\/\/www.modelscope.cn\/models\/OpenBMB\/MiniCPM-V-4_5<\/p>\n

\u00a0\u00a001\u00a0
<\/strong><\/p>\n

\u9996\u4e2a\u9ad8\u5237\u89c6\u9891\u7406\u89e3<\/strong><\/p>\n

\u517c\u987e\u6027\u80fd\u4e0e\u6548\u7387<\/strong><\/p>\n

\u770b\u5f97\u66f4\u6e05\u66f4\u51c6\uff0c\u624d\u80fd\u51cf\u5c11\u89c6\u89c9\u4fe1\u606f\u7684\u8bef\u5dee\uff0c\u63d0\u5347\u89c6\u89c9\u7406\u89e3\u4e0e\u63a8\u7406\u51c6\u786e\u6027\u3002\u66f4\u9ad8\u5237\u65b0\u7387\uff0c\u662f\u753b\u9762\u6d41\u7545\u5ea6\u7684\u5173\u952e\u3002<\/p>\n

\u6b64\u524d\uff0c\u4e3b\u6d41\u7684\u591a\u6a21\u6001\u6a21\u578b\u5728\u5904\u7406\u89c6\u9891\u7406\u89e3\u4efb\u52a1\u4e2d\uff0c\u56e0\u4e3a\u5e73\u8861\u7b97\u529b\u3001\u529f\u8017\u7b49\u56e0\u7d20\uff0c\u901a\u5e38\u91c7\u53d6 1 fps \u62bd\u5e27\uff0c\u5373\u6bcf\u79d2\u53ea\u80fd\u622a\u53d6 1 \u5e27\u753b\u9762\u8fdb\u884c\u8bc6\u522b\u548c\u7406\u89e3\u3002\u867d\u7136\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u4fdd\u8bc1\u4e86\u6a21\u578b\u63a8\u7406\u6548\u7387\uff0c\u4f46\u4e5f\u56e0\u6b64\u7f3a\u5931\u4e86\u7edd\u5927\u90e8\u5206\u89c6\u89c9\u4fe1\u606f\uff0c\u964d\u4f4e\u4e86\u591a\u6a21\u6001\u5927\u6a21\u578b\u5bf9\u52a8\u6001\u4e16\u754c\u300c\u7cbe\u7ec6\u5316\u300d\u7684\u7406\u89e3\u3002<\/p>\n

MiniCPM-V 4.5 \u662f\u884c\u4e1a\u9996\u4e2a\u5177\u5907\u9ad8\u5237\u89c6\u9891\u7406\u89e3\u80fd\u529b\u7684\u591a\u6a21\u6001\u6a21\u578b\uff0c\u901a\u8fc7\u5c06\u6a21\u578b\u7ed3\u6784\u4ece 2D-Resampler \u62d3\u5c55\u4e3a 3D-Resampler\uff0c\u8fdb\u884c\u4e09\u7ef4\u89c6\u9891\u7247\u6bb5\u7684\u9ad8\u5bc6\u5ea6\u538b\u7f29\uff0c\u5728\u540c\u7b49\u89c6\u89c9 Token \u91cf\u5f00\u9500\u4e0b\u7684\u60c5\u51b5\u4e0b\uff0c\u6700\u5927\u53ef\u63a5\u6536 6 \u500d\u89c6\u9891\u5e27\u6570\u91cf\uff0c\u8fbe\u5230 96 \u500d\u89c6\u89c9\u538b\u7f29\u7387\uff0c\u662f\u540c\u7c7b\u6a21\u578b\u7684 12-24 \u500d\u3002<\/p>\n

MiniCPM-V 4.5 \u901a\u8fc7\u663e\u8457\u589e\u52a0\u62bd\u5e27\u9891\u6b21\uff0c\u4ece\u770b\u300cPPT\u300d\u53d8\u6210\u7406\u89e3\u300c\u52a8\u6001\u753b\u9762\u300d\uff0c\u77ac\u95f4\u6355\u6349\uff0c\u6d1e\u89c1\u7ec6\u8282\uff01\u9762\u5bf9\u4e00\u95ea\u800c\u8fc7\u7684\u753b\u9762\uff0cMiniCPM-V 4.5 \u8981\u6bd4 Gemini-2.5-Pro\u3001GPT-5\u3001GPT-4o \u7b49\u4ee3\u8868\u6027\u4e91\u7aef\u6a21\u578b\u770b\u5f97\u66f4\u51c6\u3001\u66f4\u7ec6\u3002\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/p>\n

\u5728 MotionBench\u3001FavorBench \u4e24\u9879\u4f53\u73b0\u9ad8\u5237\u89c6\u9891\u7406\u89e3\u80fd\u529b\u7684\u699c\u5355\u4e2d\uff0cMiniCPM-V 4.5 \u8fbe\u5230\u540c\u5c3a\u5bf8 SOTA\uff0c\u4e14\u8d85\u8fc7 Qwen2.5-VL 72B\uff0c\u5b9e\u73b0\u8d8a\u7ea7\u9886\u5148\u6c34\u5e73\u3002<\/p>\n

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

\u00a0\u00a002\u00a0<\/strong><\/p>\n

\u6700\u5f3a\u7aef\u4fa7\u591a\u6a21\u6001<\/strong><\/p>\n

\u56fe\u7247\u3001\u89c6\u9891\u7406\u89e3\u5168 SOTA<\/strong><\/p>\n

\u4ee5\u5c0f\u535a\u5927\uff0c\u4e00\u76f4\u662f\u9762\u58c1\u5c0f\u94a2\u70ae MiniCPM \u7684\u6a21\u578b\u7279\u8272\u3002\u8fd9\u4e00\u6b21\uff0cMiniCPM-V 4.5 \u51ed\u501f 8B \u53c2\u6570\uff0c\u5728\u56fe\u7247\u7406\u89e3\u3001\u89c6\u9891\u7406\u89e3\u3001\u590d\u6742\u6587\u6863\u8bc6\u522b\u7b49\u591a\u6a21\u6001\u80fd\u529b\u4e0a\u518d\u6b21\u5237\u65b0\u80fd\u529b\u4e0a\u9650\u3002<\/p>\n

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

\u56fe\u7247\u7406\u89e3\u6027\u80fd\u4e0a\uff0cMiniCPM-V 4.5 \u5728 OpenCompass \u6d4b\u8bc4\u4e2d\uff0c\u9886\u5148\u00a0GPT-4o\u3001GPT-4.1\u3001Gemini-2.0-Pro \u7b49\u4f17\u591a\u95ed\u6e90\u6a21\u578b \uff0c\u751a\u81f3\u8d85\u8fc7 Qwen2.5-VL 72B\uff0c\u5b9e\u73b0\u8d8a\u7ea7\u9886\u5148\u3002<\/p>\n

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

\u89c6\u9891\u7406\u89e3\u6027\u80fd\u4e0a\uff0cMiniCPM-V 4.5 \u5728 LVBench\u3001MLVU\u3001Video-MME\u3001LongVideoBench \u7b49\u699c\u5355\u4e2d\uff0c\u5747\u8fbe\u5230\u540c\u7ea7\u6700\u4f73\u6c34\u5e73\u3002<\/p>\n

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

\u5728\u590d\u6742\u6587\u6863\u8bc6\u522b\u4efb\u52a1\u4e2d\uff0cMiniCPM-V 4.5 \u5728 OmniDocBench \u699c\u5355\u7684 OverallEdit\u3001TextEdit\u3001TableEdit \u4e09\u9879\u6307\u6807\u4e0a\uff0c\u5747\u53d6\u5f97\u4e86\u901a\u7528\u591a\u6a21\u6001\u6a21\u578b\u540c\u7ea7\u522b\u7684 SOTA \u8868\u73b0\u3002<\/p>\n

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

\u6b64\u5916\uff0cMiniCPM-V 4.5 \u540c\u65f6\u652f\u6301\u5e38\u89c4\u6a21\u5f0f\u548c\u6df1\u5ea6\u601d\u8003\u6a21\u5f0f\uff0c\u5b9e\u73b0\u4e86\u6027\u80fd\u4e0e\u54cd\u5e94\u901f\u5ea6\u7684\u6709\u6548\u5e73\u8861\uff0c\u5e38\u89c4\u6a21\u5f0f\u5728\u7edd\u5927\u90e8\u5206\u573a\u666f\u4e0b\u63d0\u4f9b\u51fa\u8272\u7684\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b\uff0c\u6df1\u5ea6\u601d\u8003\u6a21\u5f0f\u5219\u4e13\u6ce8\u4e8e\u5e94\u5bf9\u590d\u6742\u4e0e\u590d\u5408\u578b\u63a8\u7406\u4efb\u52a1\u3002<\/p>\n

\u00a0\u00a003\u00a0<\/strong><\/p>\n

\u6781\u81f4\u63a8\u7406\u6027\u4ef7\u6bd4<\/strong><\/p>\n

\u7aef\u4fa7\u5e94\u7528\u4f18\u9009<\/strong><\/p>\n

\u5728\u7aef\u4fa7 AI \u5e94\u7528\u6301\u7eed\u5347\u6e29\u7684\u5f53\u4e0b\uff0c\u6a21\u578b\u80fd\u529b\u518d\u5f3a\uff0c\u5982\u679c\u65e0\u6cd5\u5728\u7aef\u4fa7\u8bbe\u5907\u4e0a\u7a33\u5b9a\u3001\u6d41\u7545\u8fd0\u884c\uff0c\u4e00\u5207\u90fd\u662f\u7a7a\u8c08\u3002<\/p>\n

\u9762\u58c1\u5c0f\u94a2\u70ae MiniCPM \u4e0d\u65ad\u63d0\u5347\u6a21\u578b\u7684\u300c\u80fd\u529b\u5bc6\u5ea6\u300d\uff0c\u4e5f\u4e00\u76f4\u81f4\u529b\u4e8e\u8ffd\u6c42\u5927\u6a21\u578b\u7684\u6781\u81f4\u300c\u80fd\u6548\u6bd4\u300d\uff0c\u901a\u8fc7\u66f4\u4f4e\u7684\u663e\u5b58\u5360\u7528\u3001\u66f4\u5feb\u7684\u54cd\u5e94\u901f\u5ea6\uff0c\u786e\u4fdd\u5728\u63d0\u4f9b SOTA \u7ea7\u591a\u6a21\u6001\u8868\u73b0\u7684\u540c\u65f6\uff0c\u4e5f\u5b9e\u73b0\u6700\u4f73\u7684\u63a8\u7406\u6548\u7387\u548c\u6700\u4f4e\u7684\u63a8\u7406\u5f00\u9500\u3002<\/p>\n

\u5728\u89c6\u9891\u7406\u89e3\u699c\u5355 VideoMME\u3001\u4ee5\u53ca\u5355\u56feOpenCompass\u6d4b\u8bd5\u4e2d\uff0cMiniCPM-V 4.5\u00a0\u8fbe\u5230\u540c\u7ea7\u00a0SOTA\u00a0\u6c34\u5e73\uff0c\u663e\u5b58\u5360\u7528\u3001\u5e73\u5747\u63a8\u7406\u65f6\u95f4\u7b49\u65b9\u9762\u9886\u5148\u4f18\u52bf\u663e\u8457\u3002<\/p>\n

\u5176\u4e2d\uff0c\u5728\u8986\u76d6\u77ed\u3001\u4e2d\u3001\u957f\u4e09\u79cd\u7c7b\u578b\u7684\u89c6\u9891\u7406\u89e3\u8bc4\u6d4b\u96c6 Video-MME \u4e0a\uff0cMiniCPM-V 4.5 \u91c7\u7528 3 \u5e27\u6253\u5305\u7b56\u7565\u8fdb\u884c\u63a8\u7406\uff0c\u65f6\u95f4\u5f00\u9500\uff08\u672a\u8ba1\u7b97\u6a21\u578b\u62bd\u5e27\u65f6\u95f4\uff09\u4ec5\u4e3a\u540c\u7ea7\u6a21\u578b\u7684 1\/10 \u3002<\/p>\n

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

\u00a0\u00a004\u00a0<\/strong><\/p>\n

\u6280\u672f\u89e3\u6790<\/strong><\/p>\n

MiniCPM-V 4.5 \u4f5c\u4e3a\u591a\u6a21\u6001\u6a21\u578b\u7684\u65b0\u65d7\u8230\uff0c\u4e4b\u6240\u4ee5\u5177\u5907\u300c\u9ad8\u5237\u300d\u89c6\u9891\u7406\u89e3\u80fd\u529b\u3001\u5e76\u53d6\u5f97\u56fe\u7247\u7406\u89e3\u3001OCR\u3001\u957f\u89c6\u9891\u7406\u89e3\u7b49 SOTA \uff0c\u4e3b\u8981\u5f97\u76ca\u4e8e\u5728\u6a21\u578b\u7ed3\u6784\u3001\u8bad\u7ec3\u8303\u5f0f\u7b49\u9886\u57df\u7684\u521b\u65b0\u3002<\/p>\n

3D-Resampler \u5b9e\u73b0\u9ad8\u5bc6\u5ea6\u89c6\u9891\u538b\u7f29\u00a0<\/p>\n

\u5f53\u524d\uff0c\u5236\u7ea6\u591a\u6a21\u6001\u6a21\u578b\u89c6\u9891\u7406\u89e3\u80fd\u529b\u7684\u6700\u6838\u5fc3\u6311\u6218\u662f\u6027\u80fd\u548c\u6548\u7387\u7684 Trade-off\uff0c\u5373\u6a21\u578b\u9700\u8981\u770b\u66f4\u591a\u89c6\u9891\u5e27\uff0c\u624d\u80fd\u83b7\u53d6\u66f4\u7cbe\u7ec6\u7684\u4fe1\u606f\u4ee5\u63d0\u9ad8\u7406\u89e3\u4e0a\u9650\uff1b\u800c\u6a21\u578b\u878d\u5165\u592a\u591a\u89c6\u9891\u5e27\uff0c\u53c8\u4f1a\u9020\u6210\u663e\u5b58\u3001\u63a8\u7406\u901f\u5ea6\u7b49\u5f00\u9500\u7206\u70b8\u3002\u7531\u4e8e\u5c40\u90e8\u7247\u6bb5\u7684\u4e0d\u540c\u89c6\u9891\u5e27\u4e4b\u95f4\u5b58\u5728\u4fe1\u606f\u5197\u4f59\u6027\uff0c\u5373\u5927\u90e8\u5206\u89c6\u89c9\u4fe1\u606f\u4e0d\u53d8\uff0c\u4ec5\u6709\u5c11\u90e8\u5206\u4fe1\u606f\u53d1\u751f\u53d8\u5316\uff0c\u5b58\u5728\u5f88\u5927\u7684\u4fe1\u606f\u538b\u7f29\u7a7a\u95f4\u3002MiniCPM-V 4.5 \u5c06\u6a21\u578b\u7ed3\u6784\u4ece 2D-Resampler \u62d3\u5c55\u4e3a 3D-Resampler\uff0c\u8fdb\u884c\u4e09\u7ef4\u89c6\u9891\u7247\u6bb5\u7684\u9ad8\u5bc6\u5ea6\u538b\u7f29\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u89c6\u9891\u4f1a\u6309\u7167\u6bcfN\u4e2a\u89c6\u9891\u5e27\u4e00\u7ec4\u5206\u7ec4\uff08\u5206\u7ec4\u5c3a\u5bf8\u6700\u5927\u4e3a 6 \uff09\uff0c3D-Resampler \u4f1a\u5bf9\u6bcf\u4e2a\u89c6\u9891\u7ec4\u538b\u7f29\u7f16\u7801\uff0c\u5f97\u5230 64 \u4e2a\u89c6\u89c9token\uff08\u4e0e\u7f16\u7801\u5355\u56fe\u89c6\u89c9token\u6570\u91cf\u76f8\u540c\uff09\uff0c\u6700\u7ec8\u5728\u63a8\u7406\u5f00\u9500\u4e0d\u53d8\u7684\u60c5\u51b5\u4e0b\uff0c\u6700\u5927 10 fps \u62bd\u5e27\uff0c\u5b9e\u73b0\u4e86\u6a21\u578b\u9ad8\u5237\u89c6\u9891\u7406\u89e3\u80fd\u529b\u3002\u5f97\u76ca\u4e8e Resampler \u673a\u5236\u7684\u7075\u6d3b\u6027\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u63a8\u7406\u9636\u6bb5\u7075\u6d3b\u8c03\u6574\u89c6\u9891\u5206\u7ec4\u5c3a\u5bf8\uff0c\u540c\u65f6\u652f\u6301\u5355\u56fe\u3001\u591a\u56fe\u3001\u89c6\u9891\u7684\u7edf\u4e00\u7f16\u7801\uff08\u5373\u5355\u56fe\u7f16\u7801\u89c6\u4e3a 3D \u89c6\u9891\u7f16\u7801\u7684 2D \u7279\u4f8b\uff09\uff0c\u65b9\u4fbf\u77e5\u8bc6\u548c\u80fd\u529b\u8fc1\u79fb\u3002<\/p>\n

\u9762\u5411\u591a\u9875\u6587\u6863\u56fe\u7247\u7684\u7edf\u4e00\u00a0OCR\u00a0\u548c\u77e5\u8bc6\u63a8\u7406\u5b66\u4e60<\/p>\n

\u300c\u5bf9\u6587\u5b57\u7684\u8bc6\u522b\u89e3\u6790\u300d\u548c\u300c\u4ece\u6587\u6863\u4e2d\u5b66\u4e60\u77e5\u8bc6\u300d\u662f\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u4e24\u4e2a\u91cd\u8981\u8bfe\u9898\uff0c\u4f46\u8fd9\u4e24\u4e2a\u65b9\u5411\u7684\u5b66\u4e60\u8303\u5f0f\u5272\u88c2\uff0c\u5e76\u4e14\u5206\u522b\u53d7\u5230\u56fe\u50cf\u6837\u4f8b\u96be\u5ea6\u548c\u89e3\u6790\u51c6\u786e\u6027\u7684\u9650\u5236\u3002\u63d0\u5347 OCR \u80fd\u529b\u5f80\u5f80\u9700\u8981\u8865\u5145\u66f4\u4e30\u5bcc\u4e14\u96be\u7684\u6570\u636e\uff0c\u6570\u636e\u589e\u5e7f\uff08\u4f8b\u5982\u5bf9\u56fe\u50cf\u4e2d\u6587\u5b57\u52a0\u9ad8\u65af\u566a\u97f3\uff09\u5f80\u5f80\u4f1a\u88ab\u91c7\u7528\uff0c\u4ee5\u63d0\u5347\u6570\u636e\u7684\u96be\u5ea6\u548c\u591a\u6837\u6027\uff0c\u4f46\u662f\u8fc7\u5927\u7684\u589e\u5e7f\u4f1a\u4f7f\u5f97\u6587\u5b57\u4e0d\u53ef\u8bfb\uff0c\u53cd\u800c\u4f1a\u5bfc\u81f4\u6a21\u578b\u5e7b\u89c9\u3002\u5728\u6587\u6863\u77e5\u8bc6\u5b66\u4e60\u65b9\u9762\uff0c\u5927\u90e8\u5206\u5de5\u4f5c\u4f1a\u5c06\u6587\u6863\u89e3\u6790\u6210\u4e3a\u56fe\u6587\u4ea4\u66ff\u6570\u636e\u8fdb\u884c\u5b66\u4e60\uff0c\u4e25\u91cd\u53d7\u5230\u6587\u89e3\u6790\u5de5\u5177\u9519\u8bef\u7684\u5f71\u54cd\u3002<\/p>\n

MiniCPM-V 4.5 \u8fde\u7eed\u63a7\u5236\u56fe\u50cf\u4e2d\u7684\u300c\u6587\u5b57\u4fe1\u606f\u53ef\u89c1\u5ea6\u300d\uff0c\u4f7f\u5f97\u591a\u6a21\u6001\u6a21\u578b\u5728 OCR \u548c\u77e5\u8bc6\u5b66\u4e60\u4e24\u79cd\u6a21\u5f0f\u4e4b\u95f4\u65e0\u7f1d\u5207\u6362\uff0c\u9996\u6b21\u5b9e\u73b0\u4e86OCR \u548c\u77e5\u8bc6\u5b66\u4e60\u4e24\u79cd\u5b66\u4e60\u8303\u5f0f\u7684\u6709\u6548\u878d\u5408\uff0c\u4e14\u4e0d\u4f1a\u53d7\u5230\u8fc7\u96be\u589e\u5e7f\u548c\u89e3\u6790\u9519\u8bef\u7684\u5f71\u54cd\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u9996\u5148\u63d0\u53d6\u51fa\u6587\u6863\u4e2d\u7684\u6587\u5b57\u6846\uff08\u8fd9\u901a\u5e38\u662f\u975e\u5e38\u51c6\u786e\u7684\uff0c\u5927\u90e8\u5206\u89e3\u6790\u9519\u8bef\u6765\u6e90\u4e8e\u6392\u7248\u3001\u9605\u8bfb\u987a\u5e8f\u3001\u4f4e\u4fe1\u606f\u91cf\u56fe\u6587\u566a\u97f3\u9519\u8bef\uff09\uff0c\u7136\u540e\u5bf9\u6587\u5b57\u6846\u5185\u533a\u57df\u8fdb\u884c\u4e0d\u540c\u7a0b\u5ea6\u7684\u566a\u97f3\u589e\u5e7f\u3002\u5f53\u65bd\u52a0\u566a\u97f3\u8f83\u5c0f\uff0c\u6587\u5b57\u5904\u4e8e\u5c1a\u53ef\u8fa8\u522b\u8303\u56f4\u5185\u65f6\uff0c\u6a21\u578b\u4f1a OCR \u5b66\u4e60\u8bc6\u522b\u6587\u5b57\uff1b\u5f53\u65bd\u52a0\u566a\u97f3\u8f83\u5927\uff0c\u6587\u5b57\u65e0\u6cd5\u8fa8\u8ba4\u65f6\uff0c\u6a21\u578b\u4f1a\u81ea\u52a8\u8fdb\u5165\u77e5\u8bc6\u5b66\u4e60\uff0c\u6839\u636e\u6587\u6863\u7684\u591a\u6a21\u6001\u4e0a\u4e0b\u6587\u8fd8\u539f\u6587\u5b57\uff1b\u5f53\u566a\u97f3\u4ecb\u4e8e\u4e24\u8005\u4e4b\u95f4\uff0c\u6a21\u578b\u4f1a\u8fdb\u884c\u6df7\u5408\u80fd\u529b\u7684\u5b66\u4e60\u3002\u57fa\u4e8e\u4e0a\u8ff0\u6280\u672f\uff0cMiniCPM-V 4.5 \u4f4e\u6210\u672c\u5b9e\u73b0\u4e86\u9886\u5148\u7684 OCR \u80fd\u529b\u548c\u591a\u6a21\u6001\u77e5\u8bc6\u80fd\u529b\u3002<\/p>\n

\u901a\u7528\u57df\u6df7\u5408\u63a8\u7406\u5f3a\u5316\u5b66\u4e60<\/p>\n

\u6df1\u5ea6\u601d\u8003\u63a8\u7406\u80fd\u529b\u6781\u5927\u62d3\u5c55\u4e86\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u8fb9\u754c\uff0c\u4f46\u5728\u5e38\u89c1\u95ee\u9898\u573a\u666f\u4e2d\uff0c\u4e5f\u5f80\u5f80\u4f34\u968f\u8fc7\u9ad8\u7684\u63a8\u7406\u5ef6\u8fdf\u3002MiniCPM-V 4.5 \u540c\u65f6\u652f\u6301\u5e38\u89c4\u6a21\u5f0f\u548c\u6df1\u5ea6\u601d\u8003\u6a21\u5f0f\uff0c\u5b9e\u73b0\u4e86\u6027\u80fd\u4e0e\u54cd\u5e94\u901f\u5ea6\u7684\u6709\u6548\u5e73\u8861\uff1a\u5e38\u89c4\u6a21\u5f0f\u5728\u7edd\u5927\u90e8\u5206\u573a\u666f\u4e0b\u63d0\u4f9b\u51fa\u8272\u7684\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b\uff0c\u6df1\u5ea6\u601d\u8003\u6a21\u5f0f\u5219\u4e13\u6ce8\u4e8e\u5e94\u5bf9\u590d\u6742\u4e0e\u590d\u5408\u578b\u63a8\u7406\u4efb\u52a1\u3002\u4e3a\u4e86\u8ba9\u6a21\u578b\u5728\u4e24\u79cd\u6a21\u5f0f\u4e0b\u90fd\u5177\u5907\u51fa\u8272\u6027\u80fd\uff0cMiniCPM-V 4.5 \u63d0\u51fa\u4e86\u6df7\u5408\u63a8\u7406\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u65b9\u6848\uff0c\u5728\u5f3a\u5316\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u540c\u65f6\u6fc0\u6d3b\u5e38\u89c4\u548c\u6df1\u5ea6\u601d\u8003\u6a21\u5f0f\uff0c\u5b9e\u73b0\u5728\u76f8\u540c\u8bad\u7ec3\u65f6\u957f\u4e0b\u663e\u8457\u66f4\u5f3a\u7684\u5e38\u89c4\u6a21\u5f0f\u6027\u80fd\u548c\u76f8\u4f3c\u7684\u6df1\u5ea6\u601d\u8003\u6a21\u5f0f\u6027\u80fd\u3002\u501f\u52a9 RLPR \u6280\u672f\uff0cMiniCPM-V 4.5 \u8fdb\u4e00\u6b65\u4ece\u901a\u7528\u57df\u591a\u6a21\u6001\u63a8\u7406\u6570\u636e\u4e0a\u83b7\u5f97\u9ad8\u8d28\u91cf\u7684\u5956\u52b1\u4fe1\u53f7\uff0c\u4ee5\u63d0\u5347\u5e7f\u6cdb\u901a\u7528\u9886\u57df\u7684\u63a8\u7406\u80fd\u529b\u3002\u6700\u7ec8\uff0c\u901a\u8fc7\u8f7b\u91cf\u5316\u7684 RLAIF-V \u8bad\u7ec3\u9636\u6bb5\uff0c\u6a21\u578b\u5728\u4fdd\u6301\u63a8\u7406\u80fd\u529b\u7684\u540c\u65f6\u663e\u8457\u964d\u4f4e\u4e86\u5e7b\u89c9\u3002<\/p>\n

\u96f7\u5cf0\u7f51\u7248\u6743\u6587\u7ae0\uff0c\u672a\u7ecf\u6388\u6743\u7981\u6b62\u8f6c\u8f7d\u3002\u8be6\u60c5\u89c1\u8f6c\u8f7d\u987b\u77e5<\/a>\u3002<\/p>\n

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

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u591a\u6a21\u6001\u65b0\u65d7\u8230MiniCPM-V 4.5\uff1a8B \u6027\u80fd\u8d85\u8d8a 72B\uff0c\u9ad8\u5237\u89c6\u9891\u7406\u89e3\u53c8\u51c6\u53c8\u5feb<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

\u4eca\u5929\uff0c\u6211\u4eec\u6b63\u5f0f\u5f00\u6e90 8B \u53c2\u6570\u7684\u9762\u58c1\u5c0f\u94a2 […]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[73,68],"class_list":["post-40444","post","type-post","status-publish","format-standard","hentry","category-news","tag-73","tag-68"],"yoast_head":"\n\u591a\u6a21\u6001\u65b0\u65d7\u8230MiniCPM-V 4.5\uff1a8B \u6027\u80fd\u8d85\u8d8a 72B\uff0c\u9ad8\u5237\u89c6\u9891\u7406\u89e3\u53c8\u51c6\u53c8\u5feb - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=40444\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=40444\",\"url\":\"https:\/\/17aitech.com\/?p=40444\",\"name\":\"\u591a\u6a21\u6001\u65b0\u65d7\u8230MiniCPM-V 4.5\uff1a8B \u6027\u80fd\u8d85\u8d8a 72B\uff0c\u9ad8\u5237\u89c6\u9891\u7406\u89e3\u53c8\u51c6\u53c8\u5feb - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=40444#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=40444#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/08\/frc-365e548f1c2fb1906f278eeca8108c76.png\",\"datePublished\":\"2025-08-27T13:05:02+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=40444#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=40444\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=40444#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/08\/frc-365e548f1c2fb1906f278eeca8108c76.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/08\/frc-365e548f1c2fb1906f278eeca8108c76.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=40444#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u591a\u6a21\u6001\u65b0\u65d7\u8230MiniCPM-V 4.5\uff1a8B \u6027\u80fd\u8d85\u8d8a 72B\uff0c\u9ad8\u5237\u89c6\u9891\u7406\u89e3\u53c8\u51c6\u53c8\u5feb\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u591a\u6a21\u6001\u65b0\u65d7\u8230MiniCPM-V 4.5\uff1a8B \u6027\u80fd\u8d85\u8d8a 72B\uff0c\u9ad8\u5237\u89c6\u9891\u7406\u89e3\u53c8\u51c6\u53c8\u5feb - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=40444","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=40444","url":"https:\/\/17aitech.com\/?p=40444","name":"\u591a\u6a21\u6001\u65b0\u65d7\u8230MiniCPM-V 4.5\uff1a8B \u6027\u80fd\u8d85\u8d8a 72B\uff0c\u9ad8\u5237\u89c6\u9891\u7406\u89e3\u53c8\u51c6\u53c8\u5feb - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=40444#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=40444#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/08\/frc-365e548f1c2fb1906f278eeca8108c76.png","datePublished":"2025-08-27T13:05:02+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=40444#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=40444"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=40444#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/08\/frc-365e548f1c2fb1906f278eeca8108c76.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/08\/frc-365e548f1c2fb1906f278eeca8108c76.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=40444#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u591a\u6a21\u6001\u65b0\u65d7\u8230MiniCPM-V 4.5\uff1a8B \u6027\u80fd\u8d85\u8d8a 72B\uff0c\u9ad8\u5237\u89c6\u9891\u7406\u89e3\u53c8\u51c6\u53c8\u5feb"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/40444","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=40444"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/40444\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=40444"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=40444"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=40444"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}