{"id":120532,"date":"2026-10-31T21:40:51","date_gmt":"2026-10-31T13:40:51","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/120532.html"},"modified":"2026-10-31T21:40:51","modified_gmt":"2026-10-31T13:40:51","slug":"deploysharp-2-0-0-%e6%ad%a3%e5%bc%8f%e5%8f%91%e5%b8%83%ef%bc%9a%e5%a4%9a%e5%90%8e%e7%ab%af%e3%80%81%e5%a4%9a%e6%a8%a1%e5%9e%8b%ef%bc%8c%e8%ae%a9-c-%e6%a8%a1%e5%9e%8b%e9%83%a8%e7%bd%b2%e6%9b%b4","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/120532.html","title":{"rendered":"DeploySharp 2.0.0 \u6b63\u5f0f\u53d1\u5e03\uff1a\u591a\u540e\u7aef\u3001\u591a\u6a21\u578b\uff0c\u8ba9 C# \u6a21\u578b\u90e8\u7f72\u66f4\u7b80\u5355"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\n<ul>\n<li>\u4e00\u3001DeploySharp \u9879\u76ee\u7b80\u4ecb<\/li>\n<li>\u4e8c\u3001DeploySharp 2.0.0 \u6838\u5fc3\u7279\u6027<\/li>\n<li>\n<ul>\n<li>2.1 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\u9879\u76ee\u4e2d&#xff0c;\u66f4\u65b9\u4fbf\u5730\u4f7f\u7528\u6a21\u578b\u3001\u9009\u62e9\u63a8\u7406\u5f15\u64ce&#xff0c;\u5e76\u7ee7\u7eed\u5f00\u53d1\u81ea\u5df1\u7684\u4e1a\u52a1\u529f\u80fd\u3002<\/p>\n<p>\u76ee\u524d&#xff0c;DeploySharp 2.0.0 \u6b63\u5f0f\u7248\u5df2\u7ecf\u53d1\u5e03&#xff01; \u8fd9\u4e00\u7248\u5e26\u6765\u4e86\u66f4\u5b8c\u6574\u7684\u591a\u6a21\u578b\u3001\u591a\u5f15\u64ce\u90e8\u7f72\u80fd\u529b&#xff0c;\u6269\u5c55\u4e86 OCR \u548c\u6587\u6863\u5904\u7406\u6d41\u7a0b&#xff0c;\u4e5f\u52a0\u5165\u4e86\u9762\u5411\u6279\u91cf\u56fe\u7247\u3001\u89c6\u9891\u548c\u5927\u56fe\u7684\u5904\u7406\u529f\u80fd\u3002\u4e0b\u9762\u5148\u5e26\u5927\u5bb6\u4e86\u89e3\u9879\u76ee\u548c\u672c\u6b21\u66f4\u65b0\u7684\u4e3b\u8981\u5185\u5bb9&#xff0c;\u5177\u4f53\u90e8\u7f72\u6848\u4f8b\u4f1a\u5728\u540e\u7eed\u6587\u7ae0\u4e2d\u9010\u6b65\u5c55\u5f00\u3002<\/p>\n<h3>\u4e00\u3001DeploySharp \u9879\u76ee\u7b80\u4ecb<\/h3>\n<p>DeploySharp \u662f\u4e00\u4e2a\u4e13\u4e3a C#\/.NET 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\u591a\u79cd\u6a21\u578b\u652f\u6301&#xff0c;\u8986\u76d6\u89c6\u89c9\u3001OCR \u4e0e\u6587\u6863\u5904\u7406<\/h4>\n<p>\u6a21\u578b\u90e8\u7f72\u7684\u5de5\u4f5c\u91cf&#xff0c;\u5e38\u5e38\u96c6\u4e2d\u5728\u6a21\u578b\u524d\u540e\u7684\u5904\u7406\u3002DeploySharp \u4e3a\u5df2\u63a5\u5165\u6a21\u578b\u63d0\u4f9b\u914d\u5957\u7684\u8f93\u5165\u51c6\u5907\u3001\u8f93\u51fa\u89e3\u7801\u548c\u4efb\u52a1\u7ed3\u679c&#xff0c;\u8ba9\u5e94\u7528\u76f4\u63a5\u5904\u7406\u6846\u3001\u63a9\u7801\u3001\u5173\u952e\u70b9\u3001\u6587\u5b57\u7b49\u4fe1\u606f\u3002<\/p>\n<table>\n<tr>\u4f60\u8981\u5b8c\u6210\u7684\u4efb\u52a1\u5f53\u524d\u5df2\u63a5\u5165\u7684\u4ee3\u8868\u6a21\u578b<\/tr>\n<tbody>\n<tr>\n<td>\u76ee\u6807\u68c0\u6d4b<\/td>\n<td>YOLO26n&#xff0c;\u4ee5\u53ca YOLOv5\/v6\/v7\/v8\/v9\/v10\u3001YOLO11\/12\/13 \u7684\u5177\u4f53\u578b\u53f7&#xff1b;DEIMv2\u3001RF-DETR\u3001PP-YOLOE\u3001RT-DETR<\/td>\n<\/tr>\n<tr>\n<td>\u5206\u7c7b\u3001\u5b9e\u4f8b\u5206\u5272\u3001\u5173\u952e\u70b9\u3001\u65cb\u8f6c\u6846<\/td>\n<td>YOLO \u7684\u76f8\u5e94\u4efb\u52a1\u6a21\u578b&#xff0c;\u4ee5\u53ca RF-DETR Segment<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u4e1a\u5f02\u5e38\u4e0e\u80cc\u666f\u79fb\u9664<\/td>\n<td>PaDiM MVTec AD Bottle\u3001BRIA RMBG 1.4\/2.0<\/td>\n<\/tr>\n<tr>\n<td>\u6587\u5b57\u8bc6\u522b<\/td>\n<td>PP-OCRv4\u3001v5\u3001v6 \u7684\u5177\u4f53 DET\/REC \u4e0e\u65b9\u5411\u5206\u7c7b\u7ec4\u5408<\/td>\n<\/tr>\n<tr>\n<td>\u7248\u9762\u3001\u8868\u683c\u4e0e\u6587\u6863\u533a\u57df<\/td>\n<td>PP-DocLayout\u3001SLANeXt\u3001UVDoc\u3001PP-FormulaNet\u3001UniMERNet\u3001\u5370\u7ae0\u68c0\u6d4b\u3001PP-Chart2Table \u7b49<\/td>\n<\/tr>\n<tr>\n<td>\u63d0\u793a\u5206\u5272\u3001\u56fe\u6587\u5339\u914d\u4e0e\u63cf\u8ff0<\/td>\n<td>SAM ViT-B\u3001CLIP ViT-B\/32\u3001BLIP Caption Base<\/td>\n<\/tr>\n<tr>\n<td>\u672c\u5730\u6587\u672c\u751f\u6210<\/td>\n<td>Qwen2.5 0.5B Instruct Q4_K_M<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e0a\u8868\u5217\u51fa\u4ee3\u8868\u6a21\u578b&#xff0c;\u7cbe\u786e\u578b\u53f7\u3001\u6a21\u578b ID \u548c\u652f\u6301\u72b6\u6001\u5728\u6a21\u578b\u652f\u6301\u6307\u5357\u4e2d\u5217\u51fa\u3002\u540c\u4e00\u7cfb\u5217\u7684\u4e0d\u540c\u578b\u53f7\u3001\u5bfc\u51fa\u56fe\u548c\u540e\u7aef&#xff0c;\u4ecd\u9700\u8981\u5206\u522b\u786e\u8ba4\u3002<\/p>\n<h4>2.3 OCR \u4e0e\u6587\u6863\u5904\u7406&#xff0c;\u4ece\u5355\u4e2a\u6a21\u578b\u5230\u5b8c\u6574\u6d41\u7a0b<\/h4>\n<p>OCR \u9700\u8981\u628a\u6587\u5b57\u68c0\u6d4b\u3001\u6587\u672c\u884c\u88c1\u526a\u3001\u65b9\u5411\u5904\u7406\u3001\u8bc6\u522b\u548c\u7ed3\u679c\u5408\u5e76\u4e32\u8d77\u6765\u3002PP-Structure \u8fd8\u4f1a\u9762\u5bf9\u9875\u9762\u91cc\u7684\u8868\u683c\u3001\u516c\u5f0f\u3001\u5370\u7ae0\u548c\u56fe\u8868\u3002<\/p>\n<p>2.0 \u63d0\u4f9b\u8fd9\u4e9b\u9636\u6bb5\u7684\u4efb\u52a1\u63a5\u53e3\u4e0e\u7ec4\u5408\u6d41\u7a0b&#xff0c;\u5e76\u4e3a\u8bc6\u522b\u9636\u6bb5\u52a0\u5165 Batch \u548c\u72ec\u7acb Session \u8c03\u5ea6\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261031134050-6ae5efe20241f.png\" alt=\"PP-OCR \u7684\u68c0\u6d4b\u3001\u88c1\u526a\u3001\u53ef\u9009\u65b9\u5411\u3001\u8bc6\u522b\u4e0e\u5408\u5e76\uff1bPP-Structure \u6309\u9875\u9762\u533a\u57df\u7ec4\u5408 OCR\u3001\u8868\u683c\u3001\u516c\u5f0f\u3001\u5370\u7ae0\u548c\u56fe\u8868\u4efb\u52a1\" \/><\/p>\n<p>**\u5bf9\u666e\u901a OCR&#xff0c;**\u4f60\u53ef\u4ee5\u9009\u62e9 Mobile\u3001Server&#xff0c;\u6216 v6 \u7684 Tiny\/Small\/Medium \u7b49\u5177\u4f53\u7ec4\u5408&#xff0c;\u83b7\u5f97\u6587\u5b57\u3001\u533a\u57df\u5750\u6807\u548c\u7f6e\u4fe1\u5ea6\u3002<\/p>\n<p>**\u5bf9\u6587\u6863\u5904\u7406&#xff0c;**\u53ef\u4ee5\u6309\u9700\u8981\u7ec4\u5408\u9875\u9762\u51c6\u5907\u3001\u7248\u9762\u5b9a\u4f4d\u548c\u533a\u57df\u4efb\u52a1\u3002\u4ed3\u5e93\u5df2\u6709\u533a\u57df OCR\u3001\u6709\u7ebf\u8868\u683c\u5230 HTML \u7b49\u6848\u4f8b&#xff0c;\u540e\u7eed\u6587\u7ae0\u4f1a\u5c55\u5f00\u5b8c\u6574\u8fc7\u7a0b\u3002<\/p>\n<p>\u7b2c\u4e09\u7bc7\u5df2\u7ecf\u7528\u4e00\u5f20\u5305\u542b\u5927\u6807\u9898\u3001\u591a\u680f\u6b63\u6587\u3001\u7167\u7247\u548c\u56fe\u6ce8\u7684\u4e2d\u6587\u62a5\u7eb8\u9875\u9762&#xff0c;\u5c55\u793a\u4e86\u5b8c\u6574 OCR\u3001\u6587\u5b57\u6846\u7ed8\u5236\u548c TXT\/JSON \u5bfc\u51fa\u3002\u901a\u7528 OCR \u63d0\u4f9b\u9010\u533a\u57df\u6587\u5b57&#xff1b;\u8de8\u680f\u9605\u8bfb\u987a\u5e8f\u548c\u6807\u9898\u3001\u6b63\u6587\u7b49\u533a\u57df\u5212\u5206&#xff0c;\u9700\u8981\u8fdb\u4e00\u6b65\u7ed3\u5408\u7248\u9762\u5206\u6790\u3002<\/p>\n<p>\u5f53\u524d v6 OCR \u7ec4\u5408\u590d\u7528 v5 Mobile CLS&#xff1b;\u6587\u6863\u6a21\u5757\u5404\u81ea\u7684\u540e\u7aef\u8303\u56f4\u72ec\u7acb\u3002PP-Structure \u4e13\u9898\u4f1a\u5728\u6b64\u57fa\u7840\u4e0a\u7ee7\u7eed\u5c55\u5f00\u533a\u57df OCR\u3001\u8868\u683c\u4e0e\u5176\u4ed6\u6587\u6863\u4efb\u52a1\u3002<\/p>\n<h4>2.4 \u7b80\u6d01\u7684\u8c03\u7528\u65b9\u5f0f&#xff0c;\u4fdd\u7559\u81ea\u5b9a\u4e49\u6269\u5c55\u80fd\u529b<\/h4>\n<p>\u4ee5 YOLO26 \u68c0\u6d4b\u4e3a\u4f8b&#xff0c;\u5b8c\u6210\u6a21\u578b Profile \u548c\u540e\u7aef\u521d\u59cb\u5316\u540e&#xff0c;\u6838\u5fc3\u8c03\u7528\u53ef\u4ee5\u4fdd\u6301\u5f97\u5f88\u77ed&#xff1a;<\/p>\n<p><span class=\"token keyword\">using<\/span> <span class=\"token class-name\"><span class=\"token keyword\">var<\/span><\/span> input <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token constructor-invocation class-name\">OpenCvVisualInputFactory<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">.<\/span><span class=\"token function\">CreateFromFile<\/span><span class=\"token punctuation\">(<\/span>imagePath<span class=\"token punctuation\">,<\/span> profile<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token class-name\"><span class=\"token keyword\">var<\/span><\/span> result <span class=\"token operator\">&#061;<\/span> pipeline<span class=\"token punctuation\">.<\/span><span class=\"token function\">Run<\/span><span class=\"token punctuation\">(<\/span>input<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token generic-method\"><span class=\"token function\">GetValue<\/span><span class=\"token generic class-name\"><span class=\"token punctuation\">&lt;<\/span>DetectionResult<span class=\"token punctuation\">&gt;<\/span><\/span><\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p><span class=\"token keyword\">foreach<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token class-name\"><span class=\"token keyword\">var<\/span><\/span> item <span class=\"token keyword\">in<\/span> result<span class=\"token punctuation\">.<\/span>Detections<span class=\"token punctuation\">)<\/span><br \/>\n    Console<span class=\"token punctuation\">.<\/span><span class=\"token function\">WriteLine<\/span><span class=\"token punctuation\">(<\/span><span class=\"token interpolation-string\"><span class=\"token string\">$&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token expression language-csharp\">item<span class=\"token punctuation\">.<\/span>Label<span class=\"token punctuation\">.<\/span>Label<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token expression language-csharp\">item<span class=\"token punctuation\">.<\/span>Label<span class=\"token punctuation\">.<\/span>Score<\/span><span class=\"token format-string\"><span class=\"token punctuation\">:<\/span>F3<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u8fd9\u91cc\u7684 profile \u662f\u63cf\u8ff0\u8f93\u5165\u8f93\u51fa\u4e0e\u524d\u540e\u5904\u7406\u7684 VisualModelProfile&#xff0c;pipeline \u6301\u6709\u5bf9\u5e94\u63a8\u7406\u6d41\u7a0b\u3002\u7247\u6bb5\u53ea\u5c55\u793a\u521d\u59cb\u5316\u540e\u7684\u8c03\u7528&#xff1b;\u7b2c\u4e8c\u7bc7 YOLO26 \u5b9e\u6218\u63d0\u4f9b\u5305\u5b89\u88c5\u3001\u6a21\u578b\u51c6\u5907\u3001\u521d\u59cb\u5316\u548c\u7ed3\u679c\u7ed8\u5236\u7684\u5b8c\u6574\u4ee3\u7801&#xff0c;\u5e76\u4f7f\u7528\u6b63\u5f0f\u7248 NuGet \u5305\u5b8c\u6210\u4e86 Windows \u591a\u540e\u7aef\u5bf9\u7167\u3002<\/p>\n<p>\u5bf9\u4e8e\u81ea\u5df1\u7684\u6a21\u578b&#xff0c;\u63a5\u5165\u65b9\u5f0f\u4e5f\u4fdd\u7559\u4e86\u9009\u62e9&#xff1a;<\/p>\n<table>\n<tr>\u5b9e\u9645\u9700\u6c42\u53ef\u4ee5\u914d\u7f6e\u6216\u6269\u5c55\u7684\u90e8\u5206<\/tr>\n<tbody>\n<tr>\n<td>\u6a21\u578b\u8bad\u7ec3\u65f6\u4f7f\u7528\u4e86\u4e0d\u540c\u7f29\u653e\u65b9\u5f0f<\/td>\n<td>Resize \/ Letterbox \/ CenterCrop<\/td>\n<\/tr>\n<tr>\n<td>\u8f93\u5165\u989c\u8272\u3001\u5f52\u4e00\u5316\u4e0d\u540c<\/td>\n<td>\u901a\u9053\u987a\u5e8f\u3001\u5e03\u5c40\u3001\u5747\u503c\u4e0e\u7f29\u653e\u7b49\u9884\u5904\u7406\u9009\u9879<\/td>\n<\/tr>\n<tr>\n<td>\u8f93\u51fa\u7ed3\u6784\u6216\u4e1a\u52a1\u7ed3\u679c\u4e0d\u540c<\/td>\n<td>\u81ea\u5b9a\u4e49 decoder\u3001\u524d\u5904\u7406\u548c\u7ed3\u679c\u7c7b\u578b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5e38\u7528\u6a21\u578b\u76f4\u63a5\u4f7f\u7528\u914d\u5957\u5904\u7406&#xff0c;\u81ea\u6709\u6a21\u578b\u6cbf\u7528\u540c\u4e00\u5957\u5de5\u4f5c\u6d41\u6269\u5c55\u3002\u81ea\u5b9a\u4e49\u6a21\u578b\u7bc7\u4f1a\u7528\u5b9e\u9645\u6848\u4f8b&#xff0c;\u5c55\u5f00\u8fd9\u4e9b\u914d\u7f6e\u4e0e\u6269\u5c55\u65b9\u5f0f\u3002<\/p>\n<h4>2.5 \u6279\u91cf\u3001\u89c6\u9891\u4e0e\u5927\u56fe\u5904\u7406&#xff0c;\u517c\u987e\u5b9e\u9645\u5e94\u7528\u9700\u6c42<\/h4>\n<p>\u771f\u5b9e\u5e94\u7528\u8fd8\u4f1a\u9047\u5230\u89c6\u9891\u5e27\u3001\u6279\u91cf\u56fe\u7247\u548c\u5927\u5c3a\u5bf8\u56fe\u50cf\u30022.0 \u5728\u8fd9\u4e9b\u573a\u666f\u4e2d\u63d0\u4f9b\u4e86\u76f8\u5e94\u7684\u7ec4\u7ec7\u65b9\u5f0f&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261031134050-6ae5efe263961.png\" alt=\"\u89c6\u9891\u5728\u5f53\u524d\u5e27\u63a8\u7406\u65f6\u9884\u5904\u7406\u540e\u7eed\u5e27\uff1b\u5927\u56fe\u901a\u8fc7\u91cd\u53e0\u5207\u7247\u68c0\u6d4b\uff0c\u7edf\u4e00\u8fd8\u539f\u6e90\u56fe\u5750\u6807\u5e76\u5408\u5e76\u7ed3\u679c\" \/><\/p>\n<p>**\u6279\u91cf\u4e0e\u89c6\u9891&#xff1a;**\u6a21\u578b\u652f\u6301\u65f6\u4f7f\u7528\u771f Batch&#xff1b;\u591a\u4e2a\u4efb\u52a1\u53ef\u4ee5\u901a\u8fc7\u72ec\u7acb Session \u6c60\u8c03\u5ea6\u3002\u89c6\u9891\u5e27\u652f\u6301\u6709\u754c\u5f02\u6b65\u9884\u53d6&#xff0c;\u8ba9\u540e\u7eed\u5e27\u51c6\u5907\u4e0e\u5f53\u524d\u5e27\u63a8\u7406\u91cd\u53e0&#xff0c;\u5e76\u4fdd\u6301\u7ed3\u679c\u987a\u5e8f\u3002<\/p>\n<p>**ROI \u4e0e\u5927\u56fe&#xff1a;**\u914d\u7f6e\u77e9\u5f62\u3001\u591a\u8fb9\u5f62\u7b49\u4e1a\u52a1\u533a\u57df&#xff0c;\u6216\u4f7f\u7528\u91cd\u53e0\u6ed1\u52a8\u7a97\u53e3\u68c0\u6d4b\u5927\u56fe&#xff0c;\u4e4b\u540e\u7edf\u4e00\u8fd8\u539f\u5750\u6807\u3001\u5408\u5e76\u91cd\u590d\u7ed3\u679c\u3002<\/p>\n<p>**TensorRT CUDA&#xff1a;**\u652f\u6301\u7684\u8def\u5f84\u53ef\u4ee5\u5728 GPU \u4e0a\u6267\u884c\u56fe\u50cf\u7f29\u653e\u3001\u5f52\u4e00\u5316\u548c\u90e8\u5206\u540e\u5904\u7406&#xff0c;\u590d\u7528\u7f13\u51b2\u4e0e Stream&#xff0c;\u51cf\u5c11\u4e2d\u95f4\u6570\u636e\u4f20\u8f93&#xff1b;\u5176\u4ed6\u5904\u7406\u4fdd\u7559 CPU \u56de\u9000\u3002<\/p>\n<p>\u8fd9\u4e9b\u529f\u80fd\u53ef\u4ee5\u7528\u4e8e\u6279\u91cf\u4efb\u52a1\u548c\u8fde\u7eed\u5e27\u5904\u7406\u3002\u8c03\u4f18\u65f6\u5e94\u540c\u65f6\u68c0\u67e5\u5b8c\u6574\u8017\u65f6\u3001\u7ed3\u679c\u8d28\u91cf\u548c\u8d44\u6e90\u5360\u7528&#xff0c;Batch \u4e0e\u901a\u9053\u6570\u91cf\u9700\u8981\u6309\u6a21\u578b\u3001\u8f93\u5165\u548c\u8bbe\u5907\u9009\u62e9\u3002\u7b2c\u4e09\u7bc7\u5148\u5efa\u7acb\u9010\u884c OCR \u57fa\u7ebf&#xff0c;\u518d\u89e3\u91ca\u8c03\u5ea6\u53c2\u6570&#xff1b;\u8bbe\u5907\u5b9e\u6d4b\u6587\u6863\u53e6\u6709\u76f8\u5e94\u7ec4\u5408\u7684\u7ed3\u679c\u53ef\u4f9b\u53c2\u8003\u3002<\/p>\n<h4>2.6 \u6a21\u578b\u6309\u9700\u4e0b\u8f7d&#xff0c;\u652f\u6301\u7f13\u5b58\u4e0e\u79bb\u7ebf\u590d\u7528<\/h4>\n<p>\u516c\u5f00\u6a21\u578b\u5df2\u7ecf\u6309\u89c6\u89c9\u3001PaddleOCR\u3001GGUF \u7b49\u96c6\u5408\u6574\u7406\u5230 GitHub Release\u3002\u53ef\u4ee5\u9009\u62e9\u5355\u4e2a\u6a21\u578b\u6216\u6240\u9700 Bundle&#xff0c;\u4e0d\u5fc5\u4e3a\u4e86\u4e00\u4e2a\u8f7b\u91cf\u6a21\u578b\u4e0b\u8f7d\u6574\u4e2a\u96c6\u5408\u3002<\/p>\n<p>\u9700\u8981\u5728\u7ebf\u83b7\u53d6\u516c\u5f00\u6a21\u578b\u65f6&#xff0c;\u53ef\u4ee5\u4f7f\u7528 ModelFactory \u4e0e\u4e13\u7528\u4e0b\u8f7d\u5668&#xff0c;\u6309\u914d\u5957\u6e05\u5355\u51c6\u5907\u6a21\u578b\u3001\u5b57\u5178\u548c tokenizer&#xff0c;\u5e76\u590d\u7528\u672c\u5730\u7f13\u5b58\u3002\u5e94\u7528\u518d\u51c6\u5907\u6240\u9009\u540e\u7aef\u7684\u539f\u751f\u8fd0\u884c\u65f6\u3002<\/p>\n<p>\u5df2\u6709\u672c\u5730\u6a21\u578b\u6216\u81ea\u5df1\u8bad\u7ec3\u7684\u6a21\u578b&#xff0c;\u4e5f\u53ef\u4ee5\u76f4\u63a5\u901a\u8fc7\u6587\u4ef6\u8def\u5f84\u52a0\u8f7d\u3002 \u914d\u7f6e\u597d\u7c7b\u522b\u3001\u8f93\u5165\u89c4\u683c\u548c\u5bf9\u5e94\u7684\u524d\u540e\u5904\u7406\u540e&#xff0c;\u5c31\u80fd\u63a5\u5165\u540c\u4e00\u5957\u63a8\u7406\u6d41\u7a0b&#xff1b;\u7b2c\u4e8c\u7bc7\u63d0\u4f9b\u4e86\u56fe\u7247\u3001\u6a21\u578b\u548c\u7c7b\u522b\u6587\u4ef6\u7684\u66ff\u6362\u65b9\u6cd5\u3002<\/p>\n<h3>\u4e09\u3001\u6a21\u5757\u7ec4\u6210\u4e0e\u5e94\u7528\u573a\u666f<\/h3>\n<p>DeploySharp 2.0 \u91c7\u7528\u6a21\u5757\u5316\u8bbe\u8ba1&#xff0c;\u6838\u5fc3\u63a5\u53e3\u3001\u89c6\u89c9\u5904\u7406\u3001\u63a8\u7406\u540e\u7aef\u548c\u6a21\u578b\u7ba1\u7406\u5206\u522b\u7ec4\u7ec7&#xff0c;\u4f7f\u7528\u65f6\u6309\u4efb\u52a1\u9009\u62e9\u9700\u8981\u7684\u5305\u3002\u4e3b\u8981\u6a21\u5757\u5982\u4e0b&#xff0c;\u5176\u4e2d OCR \u4e0e\u6587\u6863\u6d41\u7a0b\u7531\u89c6\u89c9\u6a21\u5757\u63d0\u4f9b\u3002<\/p>\n<table>\n<tr>\u6a21\u5757\u4e3b\u8981\u529f\u80fd\u5178\u578b\u5e94\u7528<\/tr>\n<tbody>\n<tr>\n<td>\u63a8\u7406\u57fa\u7840\u4e0e\u6269\u5c55&#xff1a;Core \/ Extensibility<\/td>\n<td>\u6a21\u578b\u3001\u5f20\u91cf\u3001\u63a8\u7406\u4f1a\u8bdd\u3001\u7ed3\u679c\u548c\u8bca\u65ad&#xff1b;\u63d2\u4ef6\u53ca\u8fd0\u884c\u65f6\u63cf\u8ff0<\/td>\n<td>\u81ea\u5b9a\u4e49\u63a8\u7406\u4efb\u52a1\u3001\u8fd0\u884c\u73af\u5883\u68c0\u67e5\u4e0e\u6269\u5c55\u63a5\u5165<\/td>\n<\/tr>\n<tr>\n<td>\u89c6\u89c9\u4efb\u52a1&#xff1a;Visual \u4e0e\u56fe\u50cf\u9002\u914d\u5668<\/td>\n<td>\u56fe\u50cf\u51c6\u5907\u3001\u4efb\u52a1\u914d\u7f6e\u3001\u8f93\u51fa\u89e3\u7801\u53ca\u533a\u57df\u5904\u7406&#xff1b;\u652f\u6301\u7684 TensorRT \u8def\u5f84\u53e6\u6709 CUDA \u89c6\u89c9\u9002\u914d<\/td>\n<td>\u76ee\u6807\u68c0\u6d4b\u3001\u7f3a\u9677\u68c0\u6d4b\u3001\u56fe\u50cf\u5206\u5272\u3001\u89c6\u9891\u4e0e\u5927\u56fe\u5206\u6790<\/td>\n<\/tr>\n<tr>\n<td>OCR \u4e0e\u6587\u6863\u5de5\u4f5c\u6d41<\/td>\n<td>\u7ec4\u5408\u6587\u5b57\u68c0\u6d4b\u3001\u8bc6\u522b\u3001\u7248\u9762\u3001\u8868\u683c\u3001\u516c\u5f0f\u7b49\u9636\u6bb5<\/td>\n<td>\u56fe\u7247\u6587\u5b57\u63d0\u53d6\u3001\u9875\u9762\u533a\u57df\u5904\u7406\u3001\u8868\u683c HTML \u8f93\u51fa<\/td>\n<\/tr>\n<tr>\n<td>\u63a8\u7406\u540e\u7aef&#xff1a;Backend.*<\/td>\n<td>\u8fde\u63a5 ONNX Runtime\u3001OpenVINO\u3001OpenCV DNN\u3001TensorRT \u6216 LlamaSharp<\/td>\n<td>\u6839\u636e\u6a21\u578b\u548c\u8bbe\u5907\u9009\u62e9\u6267\u884c\u5f15\u64ce<\/td>\n<\/tr>\n<tr>\n<td>\u6a21\u578b\u7ba1\u7406&#xff1a;ModelPack \/ ModelFactory<\/td>\n<td>\u63cf\u8ff0\u6a21\u578b\u6587\u4ef6\u3001\u6821\u9a8c\u5b8c\u6574\u6027\u3001\u6309\u9700\u83b7\u53d6\u548c\u7f13\u5b58\u590d\u7528<\/td>\n<td>\u5728\u7ebf\u4e0b\u8f7d\u6a21\u578b\u3001\u51c6\u5907\u79bb\u7ebf\u6a21\u578b\u76ee\u5f55<\/td>\n<\/tr>\n<tr>\n<td>\u8bed\u8a00\u4e0e\u591a\u6a21\u6001&#xff1a;LLM \/ Multimodal<\/td>\n<td>\u63d0\u4f9b\u6587\u672c\u751f\u6210\u3001\u5411\u91cf\u8868\u793a\u548c\u591a\u6a21\u6001\u5de5\u4f5c\u6d41\u63a5\u53e3<\/td>\n<td>\u5f53\u524d\u5df2\u9a8c\u8bc1\u7684\u672c\u5730 Qwen2.5 GGUF \u751f\u6210&#xff1b;\u5176\u4ed6\u7ec4\u5408\u6309\u6a21\u578b\u8bf4\u660e\u9009\u62e9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4f8b\u5982&#xff0c;\u4e00\u4e2a YOLO \u68c0\u6d4b\u5e94\u7528\u53ef\u4ee5\u7531\u201c\u6a21\u578b\u83b7\u53d6 &#043; \u89c6\u89c9\u5904\u7406 &#043; \u4e00\u4e2a\u63a8\u7406\u540e\u7aef\u201d\u7ec4\u6210&#xff1b;OCR \u5728\u89c6\u89c9\u5904\u7406\u4e4b\u4e0a\u7ec4\u7ec7\u591a\u4e2a\u9636\u6bb5&#xff1b;\u89c6\u9891\u548c\u5927\u56fe\u518d\u6309\u9700\u8981\u52a0\u5165\u5f02\u6b65\u9884\u53d6\u3001Session \u8c03\u5ea6\u6216\u91cd\u53e0\u5207\u7247\u3002<\/p>\n<p>\u8fd9\u4e9b\u80fd\u529b\u53ef\u4ee5\u9010\u6b65\u52a0\u5165\u73b0\u6709\u9879\u76ee\u3002\u8bed\u8a00\u4e0e\u591a\u6a21\u6001\u7684\u9a8c\u8bc1\u8303\u56f4\u6309\u5177\u4f53\u6a21\u578b\u6807\u6ce8&#xff0c;PaddleOCR-VL \u7b49\u5b9e\u9a8c\u6027\u8def\u5f84\u53e6\u6709\u8bf4\u660e\u3002<\/p>\n<h3>\u56db\u3001\u4e3a\u4ec0\u4e48\u9009\u62e9 DeploySharp<\/h3>\n<p>\u5bf9\u4e8e\u4f7f\u7528 C# \u5f00\u53d1\u684c\u9762\u8f6f\u4ef6\u3001\u5de5\u4e1a\u89c6\u89c9\u6216\u6587\u6863\u5e94\u7528\u7684\u670b\u53cb&#xff0c;DeploySharp \u4e3b\u8981\u63d0\u4f9b\u4ee5\u4e0b\u51e0\u65b9\u9762\u4fbf\u5229&#xff1a;<\/p>\n<ul>\n<li>\u63a5\u5165\u65b9\u4fbf&#xff0c;\u51cf\u5c11\u91cd\u590d\u5f00\u53d1\u3002 \u5df2\u63a5\u5165\u6a21\u578b\u63d0\u4f9b\u914d\u5957\u524d\u540e\u5904\u7406&#xff0c;\u5e94\u7528\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u68c0\u6d4b\u6846\u3001\u63a9\u7801\u3001\u5173\u952e\u70b9\u548c\u6587\u5b57\u7b49\u7ed3\u679c&#xff0c;\u628a\u7cbe\u529b\u653e\u5728\u754c\u9762\u4e0e\u4e1a\u52a1\u529f\u80fd\u4e0a\u3002<\/li>\n<li>\u591a\u79cd\u5f15\u64ce\u53ef\u9009&#xff0c;\u4fbf\u4e8e\u9002\u914d\u8bbe\u5907\u3002 \u53ef\u4ee5\u5148\u7528 CPU \u8dd1\u901a\u4efb\u52a1&#xff0c;\u518d\u6839\u636e\u6a21\u578b\u652f\u6301\u60c5\u51b5\u8bc4\u4f30 OpenVINO\u3001ONNX Runtime CUDA \u6216 TensorRT&#xff1b;\u6279\u91cf\u548c\u89c6\u9891\u4efb\u52a1\u4e5f\u6709\u76f8\u5e94\u7684\u8c03\u5ea6\u65b9\u5f0f\u3002<\/li>\n<li>\u914d\u7f6e\u7075\u6d3b&#xff0c;\u81ea\u5df1\u7684\u6a21\u578b\u4e5f\u80fd\u63a5\u3002 \u7f29\u653e\u3001\u989c\u8272\u3001\u5f52\u4e00\u5316\u3001\u8f93\u51fa\u89e3\u7801\u548c\u7ed3\u679c\u7c7b\u578b\u90fd\u4fdd\u7559\u6269\u5c55\u5165\u53e3&#xff0c;\u65b9\u4fbf\u9002\u914d\u8bad\u7ec3\u65b9\u5f0f\u4e0d\u540c\u7684\u6a21\u578b\u548c\u4e1a\u52a1\u6570\u636e\u3002<\/li>\n<li>\u5f00\u6e90\u4ee3\u7801\u4e0e\u4f7f\u7528\u8d44\u6599\u914d\u5957\u63d0\u4f9b\u3002 \u6e90\u7801\u3001\u6a21\u578b\u4e0b\u8f7d\u5165\u53e3\u3001\u6559\u7a0b\u548c\u6848\u4f8b\u96c6\u4e2d\u5728\u4ed3\u5e93\u4e2d&#xff0c;\u65e2\u80fd\u4ece\u73b0\u6709\u6a21\u578b\u5f00\u59cb&#xff0c;\u4e5f\u65b9\u4fbf\u67e5\u770b\u5b9e\u73b0\u3001\u4fee\u6539\u4ee3\u7801\u548c\u51c6\u5907\u79bb\u7ebf\u90e8\u7f72\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u4f60\u6b63\u5728\u4e3a\u81ea\u5df1\u7684 C# \u9879\u76ee\u52a0\u5165\u6a21\u578b\u80fd\u529b&#xff0c;\u53ef\u4ee5\u5148\u9009\u4e00\u4e2a\u5bf9\u5e94\u6848\u4f8b\u8fd0\u884c&#xff0c;\u518d\u9010\u6b65\u66ff\u6362\u6210\u5b9e\u9645\u6a21\u578b\u548c\u4e1a\u52a1\u8f93\u5165\u3002<\/p>\n<h3>\u4e94\u3001\u8f6f\u4ef6\u83b7\u53d6\u4e0e\u4f7f\u7528\u6559\u7a0b<\/h3>\n<h4>5.1 NuGet \u5b89\u88c5\u4e0e\u7248\u672c\u83b7\u53d6<\/h4>\n<p>DeploySharp 2.0.0 \u5df2\u53d1\u5e03\u5230 NuGet.org\u3001GitHub Packages \u548c GitHub Release\u3002\u5728 Visual Studio \u7684 NuGet \u5305\u7ba1\u7406\u5668\u4e2d\u641c\u7d22 JYPPX.DeploySharp&#xff0c;\u6839\u636e\u9700\u8981\u5b89\u88c5\u5bf9\u5e94\u5305\u5373\u53ef&#xff1b;\u5e38\u89c1\u7ec4\u5408\u5982\u4e0b&#xff1a;<\/p>\n<table>\n<tr>\u4f7f\u7528\u9700\u6c42\u4e3b\u8981\u7ec4\u4ef6&#xff08;\u7701\u7565\u5171\u540c\u524d\u7f00 JYPPX.DeploySharp.&#xff09;<\/tr>\n<tbody>\n<tr>\n<td>\u4f7f\u7528 OpenCV \u8bfb\u56fe&#xff0c;ONNX Runtime \u6267\u884c\u89c6\u89c9\u63a8\u7406<\/td>\n<td>Visual.OpenCV &#043; Backend.OnnxRuntime<\/td>\n<\/tr>\n<tr>\n<td>\u4f7f\u7528 OpenVINO \u6216 OpenCV DNN \u6267\u884c\u89c6\u89c9\u63a8\u7406<\/td>\n<td>Visual.OpenCV &#043; Backend.OpenVINO \u6216 Backend.OpenCV<\/td>\n<\/tr>\n<tr>\n<td>\u4f7f\u7528 OpenCV \u5904\u7406\u56fe\u50cf&#xff0c;TensorRT \u6267\u884c\u6a21\u578b<\/td>\n<td>Visual.OpenCV &#043; Backend.TensorRT<\/td>\n<\/tr>\n<tr>\n<td>\u4f7f\u7528 TensorRT CUDA \u56fe\u50cf\u5904\u7406\u4e0e\u4e13\u7528\u89c6\u89c9\u6d41\u7a0b<\/td>\n<td>Visual.TensorRT &#043; Backend.TensorRT&#xff0c;\u6309\u8f93\u5165\u6765\u6e90\u9009\u62e9\u56fe\u50cf\u9002\u914d\u5668<\/td>\n<\/tr>\n<tr>\n<td>\u6309\u6a21\u578b\u76ee\u5f55\u4e0b\u8f7d\u5e76\u7f13\u5b58\u6a21\u578b<\/td>\n<td>\u9700\u8981\u81ea\u52a8\u4e0b\u8f7d\u65f6&#xff0c;\u518d\u52a0\u5165 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