{"id":275,"date":"2023-05-01T01:39:24","date_gmt":"2023-04-30T17:39:24","guid":{"rendered":"https:\/\/andy9999678.me\/blog\/?p=275"},"modified":"2023-05-01T01:39:24","modified_gmt":"2023-04-30T17:39:24","slug":"%e3%80%90%e7%bb%ad%e3%80%91%e3%80%90%e6%b0%b4%e3%80%91%e4%b8%ba%e5%9b%be%e5%83%8f%e6%90%9c%e7%b4%a2%e5%bc%95%e6%93%8e%e6%b7%bb%e5%8a%a0%e6%90%9c%e7%b4%a2%e5%9b%be%e7%89%87%e4%b8%ad%e6%96%87%e5%ad%97","status":"publish","type":"post","link":"https:\/\/andy9999678.me\/blog\/archives\/275","title":{"rendered":"\u3010\u7eed\u3011\u3010\u6c34\u3011\u4e3a\u56fe\u50cf\u641c\u7d22\u5f15\u64ce\u6dfb\u52a0\u641c\u7d22\u56fe\u7247\u4e2d\u6587\u5b57\u7684\u80fd\u529b"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u63a5<a href=\"https:\/\/andy9999678.me\/blog\/?p=239\">\u4e0a\u4e00\u7bc7 CLIP \u7684\u6587\u7ae0<\/a>\uff0c\u6211\u81ea\u5df1\u5728\u642d\u5efa\u4e2a\u4eba\u56fe\u50cf\u641c\u7d22\u5f15\u64ce\u7684\u8fc7\u7a0b\u4e2d\u8fd8\u6709\u641c\u7d22\u56fe\u7247\u4e2d\u6587\u5b57\u7684\u9700\u6c42\uff0c\u5176\u5b9e\u6280\u672f\u90e8\u5206\u6bd4\u8f83\u6c34\uff0c\u81ea\u5df1\u60f3\u8981\u7684\u591a\u8bed\u8a00 Feature \u5b8c\u5168\u6ca1\u65f6\u95f4\u53bb\u5c1d\u8bd5\uff0c\u5c31\u7b97\u662f\u586b\u5751\u628a\u4e4b\u524d\u7684\u5185\u5bb9\u8865\u9f50\uff0c\u4e5f\u7b97\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u7b14\u8bb0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6587\u5185\u5bb9\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u641c\u7d22\u6587\u5b57\u7684\u9700\u6c42\u4ece\u4f55\u800c\u6765\uff1f<\/li>\n\n\n\n<li>\u4e2a\u4eba\u4f7f\u7528 PaddlePaddle \u7684 Best Practice \u4e0e\u9650\u5236<\/li>\n\n\n\n<li>ES \u4f5c\u4e3a\u7684\u6587\u672c\u68c0\u7d22\u540e\u7aef\u7684\u9009\u62e9<\/li>\n\n\n\n<li>\u6548\u679c\u5c55\u793a\uff0c\u4e0e CLIP \u641c\u7d22\u7684\u5bf9\u6bd4\u5206\u6790<\/li>\n\n\n\n<li>Limitations &amp; TODO<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u80cc\u666f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6cbf\u7740\u4e0a\u4e00\u4e2a\u81ea\u5df1\u67b6\u5728 NAS \u4e0a\u7684\u670d\u52a1\uff0c\u6211\u8fd9\u8fb9\u8fd8\u6709\u5176\u4ed6\u641c\u56fe\u7684\u9700\u6c42\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u60f3\u641c\u4e00\u4e9b\u8868\u60c5\u5305\uff0c\u4f46\u53ea\u77e5\u9053\u4e0a\u9762\u7684\u6587\u5b57\uff0c\u6216\u8005\u56fe\u7247\u4e3b\u9898\u5f88\u96be\u7528 CLIP \u5173\u952e\u5b57\u63cf\u8ff0<\/li>\n\n\n\n<li>\u627e\u4e00\u4e9b\u804a\u5929\u8bb0\u5f55\u622a\u56fe\u91cc\u9762\u7fa4\u53cb\u53d1\u7684\u9ed1\u5386\u53f2\uff0c\u8fd9\u65f6\u5019\u53ea\u80fd\u641c\u7fa4\u53cb ID \/ \u7528\u6237\u540d<\/li>\n\n\n\n<li>\u60f3\u627e\u4e00\u4e9b\u5305\u542b\u7279\u5b9a\u7f16\u53f7 \/ \u7f16\u7801\u7684\u5185\u5bb9\uff08\u6bd4\u5982\u6211\u7684\u7528\u6237\u540d\u3001\u90ae\u7bb1\u3001\u7535\u8bdd\u3001\u822a\u73ed\u7f16\u53f7\u7b49\u7b49\uff0c\u8fd9\u4e9b\u5728 CLIP \u91cc\u9762\u662f\u6ca1\u6709\u8bed\u4e49\u7684\uff09<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u600e\u4e48\u505a\u5462\uff1f\u524d\u9762\u5df2\u7ecf\u5199\u8fc7\u56fe\u50cf\u5b58\u50a8\u548c\u641c\u7d22\u524d\u7aef\u4e86\uff0c\u60f3\u4e86\u4e0b\u627e\u4e2a\u5f00\u6e90\u7684 OCR \u6a21\u578b\u5e94\u8be5\u5c31\u80fd\u505a\u5230\u8fd9\u4e00\u70b9\u3002\u53e6\u5916\u6587\u672c\u68c0\u7d22\u4e0d\u662f\u6211\u719f\u6089\u7684\u4e1c\u897f\uff0c\u6240\u4ee5\u8fd8\u5f97\u627e\u4e00\u4e2a\u652f\u6301\u6587\u672c\u68c0\u7d22\u7684\u540e\u7aef\u670d\u52a1\uff0c\u8fd9\u91cc\u6211\u9009\u62e9\u4e86 ElasticSearch\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">PaddleOCR \u6a21\u578b\u7684\u4f7f\u7528<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6309\u7167\u5468\u56f4\u540c\u5b66\u540c\u4e8b\u7684\u8bf4\u6cd5\uff0cPaddleOCR \u57fa\u672c\u662f\u5f00\u6e90 OCR \u6a21\u578b\u91cc\u9762\u6613\u7528\u6027\u548c\u6027\u80fd Trade-off \u505a\u5f97\u6700\u597d\u7684\uff0c\u6700\u521d\u90e8\u7f72\u57fa\u672c\u4e0a\u53c2\u8003\u4ed6\u4eec\u7684 <a href=\"https:\/\/github.com\/PaddlePaddle\/PaddleOCR\">github \u9875\u9762<\/a>\u5373\u53ef\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u9700\u8981\u6ce8\u610f\u7684\u4e8b\u60c5\u662f\u4ed6\u4eec\u7684\u5e93\u53c2\u6570\u8fd8\u662f\u6709\u70b9\u591a\uff0c\u6709\u4e00\u4e9b\u5185\u5bb9\u8fd8\u662f\u6709\u70b9\u7f3a\u4e4f\u6587\u6863\u9700\u8981\u81ea\u5df1\u53bb\u8bd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u591a\u8bed\u8a00\u90e8\u5206\uff0c\u6211\u5c1d\u8bd5\u4e86\u4e00\u4e9b\u4ed6\u4eec\u63d0\u4f9b\u7684\u591a\u8bed\u8a00\u6a21\u578b\uff0c\u611f\u89c9\u5c31\u53ea\u6709\u9ed8\u8ba4\u7684\u6c49\u8bed + \u82f1\u8bed\u6a21\u578b\u6027\u80fd\u662f\u6700\u597d\u7684\uff0c\u5ba3\u79f0\u7684\u591a\u8bed\u8a00\u611f\u89c9\u4e0d\u7ba1\u600e\u4e48\u642d\u914d\u90fd\u4f1a\u635f\u5bb3\u539f\u59cb\u6c49\u8bed \/ \u82f1\u8bed\u7684\u6027\u80fd\u3002\u6309\u7167\u5176\u4ed6\u540c\u5b66\u6d4b\u8bd5\u611f\u89c9\u8fd8\u662f Google Android Demo \u91cc\u9762\u7684\u591a\u8bed\u8a00 OCR\uff0c\u6216\u8005\u4f7f\u7528 PaddlePaddle \u53e6\u4e00\u4e2a\u9879\u76ee\u7684 PULC <a href=\"https:\/\/github.com\/PaddlePaddle\/PaddleClas\/blob\/release\/2.5\/docs\/zh_CN\/models\/PULC\/PULC_language_classification.md\">\u591a\u8bed\u79cd\u5206\u7c7b\u6a21\u578b<\/a>\u53ef\u80fd\u624d\u80fd\u8fbe\u5230\u8fd8\u4e0d\u9519\u7684\u6548\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u603b\u4e4b\u6211\u5bf9 Paddle \u81ea\u5e26\u7684\u591a\u8bed\u8a00\u4e0d\u662f\u592a\u6ee1\u610f\uff0c\u6bd5\u7adf\u6211\u60f3\u4e00\u4e2a\u914d\u7f6e\u76f4\u63a5\u65e0\u8111\u89e3\u51b3\u6c49\u8bed+\u82f1\u8bed+\u65e5\u8bed\u591a\u8bed\u8a00\u573a\u666f\uff0c\u8fd9\u91cc\u5c31\u53ea\u80fd\u9000\u4e00\u6b65\u5148\u65e0\u8111\u7528\u4ed6\u4eec\u7684\u6c49\u82f1\u6a21\u578b\u3002\u6a21\u578b\u4e0b\u8f7d\u90e8\u5206\u53ef\u80fd\u9700\u8981\u6ce8\u610f\u4e0b\u672c\u5730\u6a21\u578b\u7684\u52a0\u8f7d\uff1a\u81ea\u5df1\u5728\u5f00\u53d1\u673a\u5668\u65f6\u4f1a\u53d1\u73b0\u6a21\u578b\u540d\u79f0\u6309\u7167\u6587\u6863\u5199\u5c31\u53ef\u4ee5\uff0c\u53cd\u6b63\u56de\u81ea\u52a8\u4e0b\u8f7d\uff1b\u4f46\u5982\u679c\u8981\u5728\u975e\u8054\u7f51\u673a\u5668\u7684\u8bdd\u9700\u8981\u5230\u4ed6\u4eec\u7684 model list \u9875\u9762\u624b\u52a8\u4e0b\u8f7d\u5230\u672c\u5730\u89e3\u538b\uff0c\u52a0\u8f7d\u65f6\u4e5f\u8981\u6ce8\u610f\u76ee\u5f55\u7ed3\u6784\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/andy9999678.me\/blog\/wp-content\/uploads\/2023\/05\/model_list-509x1024.png\" alt=\"\" class=\"wp-image-277\" width=\"299\" height=\"602\" srcset=\"https:\/\/andy9999678.me\/blog\/wp-content\/uploads\/2023\/05\/model_list-509x1024.png 509w, https:\/\/andy9999678.me\/blog\/wp-content\/uploads\/2023\/05\/model_list-149x300.png 149w, https:\/\/andy9999678.me\/blog\/wp-content\/uploads\/2023\/05\/model_list.png 557w\" sizes=\"auto, (max-width: 299px) 100vw, 299px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u4e0a\u9762\u76ee\u5f55\u7ed3\u6784\u4e0b\uff0c\u52a0\u8f7d\u6a21\u578b\u7684\u4ee3\u7801\u5982\u4e0b<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">from paddleocr import PaddleOCR\n\nocr_model = PaddleOCR(\n    ocr_version=\"PP-OCRv3\",\n    # det_model_dir=\"\/home\/andy\/.paddleocr\/whl\/det\/ml\/Multilingual_PP-OCRv3_det_infer\/\",  # multi-language\n    det_model_dir=\"\/home\/andy\/.paddleocr\/whl\/det\/ch\/ch_PP-OCRv3_det_infer\",  # Chinese\n    # rec_model_dir=\"\/home\/andy\/.paddleocr\/whl\/rec\/ch\/ch_ppocr_server_v2.0_rec_infer\/\",  # chinese model on server\n    # rec_model_dir=\"\/home\/andy\/.paddleocr\/whl\/rec\/japan\/japan_PP-OCRv3_rec_infer\",\n    rec_model_dir=\"\/home\/andy\/.paddleocr\/whl\/rec\/ch\/ch_PP-OCRv3_rec_infer\",  # Chinese model\n    # use_angle_cls=True,\n    # lang=\"ch\",\n) # need to run only once to download and load model into memory<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u7528\u6a21\u578b\u7684\u4ee3\u7801\u5982\u4e0b<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">try:\n    ocr_result = ocr_model.ocr(img=image_path, cls=False)\nexcept:\n    print(\"Error: \", image_path)\n    continue\n\nocr_str = \"\"\nocr_full_result = []\nfor idx in range(len(ocr_result)):\n    for line in ocr_result[idx]:\n        ocr_str += (\" \" + line[1][0])\n        ocr_full_result.append(line)\nocr_str = ocr_str.strip()<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">ElasticSearch \u6587\u672c\u641c\u7d22\u7684\u4f7f\u7528<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e4b\u524d\u57fa\u672c\u6ca1\u7528\u8fc7 ES\uff0c\u4e5f\u662f\u4e00\u8fb9\u8e29\u5751\u4e00\u904d\u8bd5\uff0c\u611f\u6168\u73b0\u4ee3\u6570\u636e\u5e93\u7cfb\u7edf\u5751\u662f\u771f\u7684\u591a\uff08\u6211\u8fd8\u4e22\u4e86\u4e00\u6b21\u6570\u636e\uff09\u3002\u591a\u8bed\u8a00\u611f\u89c9\u81ea\u5df1\u6ca1\u627e\u5230\u597d\u529e\u6cd5\uff0c\u8fd8\u662f\u5148\u5f53\u53ea\u6709\u6c49\u8bed\u7684\u573a\u666f\u6765\u5904\u7406\u5427\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u5b9e\u7528 ES \u4e4b\u524d\u8bd5\u4e86\u4e0b MongoDB \u81ea\u5e26\u7684\u4e2d\u6587\u68c0\u7d22\uff0c\u5509\uff0c\u4e00\u56e2\u7cdf\u2026\u2026\u56e0\u6b64\u60f3\u7740\u76f4\u63a5 ES \u4e00\u6b65\u5230\u4f4d\u5427\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u5148\u662f\u5efa\u7acb\u4e2d\u6587\u7d22\u5f15\uff0c\u5b89\u88c5\u6700\u65b0\u7248\u672c\uff08\u6211\u662f 8.7.0\uff09\u4e4b\u540e\u9700\u8981\u624b\u52a8\u5b89\u88c5\u4e2d\u6587 smartcn \u5206\u8bcd\u63d2\u4ef6\uff0c\u6765\u5230 ES \u5b89\u88c5\u76ee\u5f55\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"bash\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">sudo bin\/elasticsearch-plugin install analysis-smartcn<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e4b\u540e\u91cd\u542f ES \u5e76\u5efa\u7acb\u4e2d\u6587\u7d22\u5f15\uff0c\u6211\u7528\u7684 python \u63a5\u53e3<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">from elasticsearch import Elasticsearch\n\nes_client = Elasticsearch(\"http:\/\/10.0.0.11:9200\")\nret = es_client.indices.create(index=\"ocr_text_result\", body={\n    'mappings': {\n        'properties': {\n            'ocr_text': {\n                'type': 'text',\n                'analyzer': 'smartcn',\n            },\n            \"filename\": {\n                \"type\": \"keyword\",\n            }\n        },\n    },\n\n    'settings': {\n        'analysis': {\n            'analyzer': {\n                'smartcn': { # \u4f7f\u7528 smartcn \u5206\u8bcd\u5668\n                    'type': 'custom',\n                    'tokenizer': 'smartcn_tokenizer'\n                },\n            },\n            'tokenizer': {\n                'smartcn_tokenizer': { # \u5b9a\u4e49 smartcn \u5206\u8bcd\u5668\n                    'type': 'smartcn_tokenizer'\n                }\n            }\n        }\n    }\n})<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e4b\u540e\u5bfc\u5165\u6587\u6863\u5373\u53ef<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">ret = es_client.index(\n    index=ES_INDEX,\n    body={\n        \"filename\": filename,\n        \"ocr_text\": ocr_text,\n    }\n)<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">ES \u7684\u68c0\u7d22\u6548\u7387\u53ef\u6bd4\u4e0a\u4e00\u7bc7 CLIP \u641c\u7d22\u9ad8\u591a\u4e86\uff0c\u57fa\u672c\u53ef\u4ee5\u63a7\u5236\u5728 1s \u4ee5\u5185\u3002\u4e0d\u8fc7\u56e0\u4e3a ES + Mongo + CLIP Model \u6211\u76f4\u63a5\u7ed9\u6211 NAS \u52a0\u5230\u4e86 32G \u5185\u5b58\u2026\u2026<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6548\u679c\u5bf9\u6bd4 \/ \u5c55\u793a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u662f\u8981\u641c\u56fe\uff0c\u6700\u8fd1\u5927\u5bb6\u90fd\u5728\u5410\u69fd\u4e94\u4e00\u8c03\u4f11\uff0c\u6b63\u597d\u7528\u5173\u952e\u8bcd\u627e\u4e86\u4e2a\u8868\u60c5\u5305\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"655\" data-id=\"280\" src=\"https:\/\/andy9999678.me\/blog\/wp-content\/uploads\/2023\/05\/search_demo-1024x655.png\" alt=\"\" class=\"wp-image-280\" srcset=\"https:\/\/andy9999678.me\/blog\/wp-content\/uploads\/2023\/05\/search_demo-1024x655.png 1024w, https:\/\/andy9999678.me\/blog\/wp-content\/uploads\/2023\/05\/search_demo-300x192.png 300w, https:\/\/andy9999678.me\/blog\/wp-content\/uploads\/2023\/05\/search_demo-768x491.png 768w, https:\/\/andy9999678.me\/blog\/wp-content\/uploads\/2023\/05\/search_demo.png 1260w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"690\" height=\"776\" data-id=\"279\" src=\"https:\/\/andy9999678.me\/blog\/wp-content\/uploads\/2023\/05\/work.jpg\" alt=\"\" class=\"wp-image-279\" srcset=\"https:\/\/andy9999678.me\/blog\/wp-content\/uploads\/2023\/05\/work.jpg 690w, https:\/\/andy9999678.me\/blog\/wp-content\/uploads\/2023\/05\/work-267x300.jpg 267w\" sizes=\"auto, (max-width: 690px) 100vw, 690px\" \/><\/figure>\n<\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u5916\uff0c\u8fd8\u6709\u4e9b\u4e0d\u592a\u9002\u5408\u5c55\u793a\u4f46\u662f\u786e\u5b9e\u5f88\u65b9\u4fbf\u7684\u573a\u666f\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u627e\u7fa4\u53cb\u53d1\u8a00\u9ed1\u5386\u53f2\uff08\u751a\u81f3\u5305\u62ec\u81ea\u5df1\uff09<\/li>\n\n\n\n<li>\u627e\u81ea\u5df1\u7684\u5730\u5740\u8ba2\u5355\u95e8\u7968\u622a\u56fe<\/li>\n\n\n\n<li>\u627e\u4e4b\u524d\u5750\u8fc7\u822a\u73ed\u7684\u673a\u7968 \/ \u622a\u56fe\uff08\u6bd4\u5982\u6211\u53d1\u73b0\u6211\u7adf\u7136\u4e09\u5e74\u5750\u8fc7\u4e09\u6b21 NH961 \u8fd9\u4e2a\u822a\u73ed\uff0c\u8fd8\u6709\u4e24\u6b21\u65e5\u671f\u90fd\u662f\u76f8\u540c\u7684\u53ea\u6709\u5e74\u4efd\u4e0d\u540c\uff09<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u867d\u8bf4 OCR \u89e3\u51b3\u4e86\u4e0d\u5c11 CLIP \u65f6\u5019\u7684\u95ee\u9898\uff0c\u6211\u89c9\u5f97\u8fd9\u53ea\u662f\u641c\u7d22\u5de5\u5177\u7684\u4e00\u90e8\u5206\uff0cCLIP \u548c OCR \u611f\u89c9\u4e92\u76f8\u5404\u6709\u4e9b\u65e0\u6cd5\u66ff\u4ee3\u7684\u529f\u80fd\u5427\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u540e\u6211\u53d1\u73b0 Google Photos \u4e5f\u6709 OCR\uff0c\u5c31\u662f\u2026\u2026\u597d\u50cf\u6ca1\u90a3\u4e48\u5f3a\uff0c\u4e0d\u662f\u5f88\u663e\u773c\uff08<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Limitations &amp; TODO<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\/\/ \u5199\u5230\u8fd9\u91cc\u6211\u660e\u767d\u6211\u53ea\u662f\u5728\u6316\u5751\u4e0d\u586b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u591a\u8bed\u8a00\u662f\u6211\u60f3\u82b1\u70b9\u65f6\u95f4\u53bb\u89e3\u51b3\u7684\u4e8b\u60c5\uff0c\u4e0d\u8fc7\u76ee\u524d\u770b\u53ef\u80fd\u8981\u5c1d\u8bd5\u7684\u4e1c\u897f\u6709\u70b9\u591a\u3002\u8bed\u79cd\u5206\u7c7b\u6a21\u578b + \u6587\u5b57\u8bc6\u522b\u7684\u601d\u8def\u5176\u5b9e\u6700\u5f00\u59cb\u6765\u81ea Android \u4e0a\u7684\u4e00\u4e2a\u5e94\u7528\u53eb fooviewer\uff0c\u4ece\u91cc\u9762\u96c6\u6210\u4e86 Paddle \u7684\u6a21\u578b\u4f46\u4e0d\u662f OCR \u624d\u53d1\u73b0\u8fd9\u4e2a\u601d\u8def\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Epix \u5e2e\u5fd9\u5c1d\u8bd5\u7684 Android Demo \u6548\u679c\u5982\u4e0b\u56fe\uff0c\u5176\u5b9e\u8fd8\u53ef\u4ee5\u3002\u6709\u70b9\u7c7b\u4f3c\u53e6\u5916\u4e00\u4e2a\u4eba<a href=\"https:\/\/findthatmeme.com\/blog\/2023\/01\/08\/image-stacks-and-iphone-racks-building-an-internet-scale-meme-search-engine-Qzrz7V6T.html\">\u7528 iphone \u505a OCR \u540e\u7aef<\/a>\u7684\u601d\u8def\uff0c\u6240\u4ee5\u6ca1\u6709\u7528\u7684\u4e3b\u8981\u539f\u56e0\u662f\u6211\u8fd8\u5f97\u8fde\u4e2a\u624b\u673a\uff08\u4f46\u6211\u771f\u7684\u6709\u4e2a\u4e0d\u7528\u7684 iphone SE\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"886\" height=\"492\" src=\"https:\/\/andy9999678.me\/blog\/wp-content\/uploads\/2023\/05\/Android_OCR_demo.jpg\" alt=\"\" class=\"wp-image-281\" srcset=\"https:\/\/andy9999678.me\/blog\/wp-content\/uploads\/2023\/05\/Android_OCR_demo.jpg 886w, https:\/\/andy9999678.me\/blog\/wp-content\/uploads\/2023\/05\/Android_OCR_demo-300x167.jpg 300w, https:\/\/andy9999678.me\/blog\/wp-content\/uploads\/2023\/05\/Android_OCR_demo-768x426.jpg 768w\" sizes=\"auto, (max-width: 886px) 100vw, 886px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u5916\u5373\u4fbf\u591a\u8bed\u8a00 OCR \u505a\u597d\u4e4b\u540e\uff0c\u8fd8\u6709\u540e\u9762\u5206\u8bcd\u3001\u6587\u672c\u68c0\u7d22\u7684\u95ee\u9898\u3002\u76ee\u524d\u770b\u4efb\u4f55\u4e00\u4e2a\u641c\u7d22\u5f15\u64ce\u540e\u7aef\u7cfb\u7edf\u4e0a\u591a\u8bed\u8a00\u7684\u5904\u7406\u90fd\u4e0d\u662f\u5f88\u663e\u7136\uff0c\u6709\u7cbe\u529b\u7684\u65f6\u5019\u518d\u53bb\u60f3\u8fd9\u4ef6\u4e8b\u8bf7\u5427\uff08<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">OCR \u6548\u7387\uff0c\u68c0\u7d22\u6548\u7387\u76ee\u524d\u770b\u95ee\u9898\u4e0d\u5927\uff0c\u901f\u5ea6\u4ec0\u4e48\u7684\u5b8c\u5168\u53ef\u4ee5\u63a5\u53d7\uff0c\u53ef\u4ee5\u5148\u82df\u7740\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u63a5\u4e0a\u4e00\u7bc7 CLIP \u7684\u6587\u7ae0\uff0c\u6211\u81ea\u5df1\u5728\u642d\u5efa\u4e2a\u4eba\u56fe\u50cf\u641c\u7d22\u5f15\u64ce\u7684\u8fc7\u7a0b\u4e2d\u8fd8\u6709\u641c\u7d22\u56fe\u7247\u4e2d\u6587\u5b57\u7684\u9700\u6c42\uff0c\u5176\u5b9e\u6280\u672f\u90e8\u5206\u6bd4\u8f83\u6c34\uff0c &hellip; <a href=\"https:\/\/andy9999678.me\/blog\/archives\/275\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">\u3010\u7eed\u3011\u3010\u6c34\u3011\u4e3a\u56fe\u50cf\u641c\u7d22\u5f15\u64ce\u6dfb\u52a0\u641c\u7d22\u56fe\u7247\u4e2d\u6587\u5b57\u7684\u80fd\u529b<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-275","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/andy9999678.me\/blog\/wp-json\/wp\/v2\/posts\/275","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/andy9999678.me\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/andy9999678.me\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/andy9999678.me\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/andy9999678.me\/blog\/wp-json\/wp\/v2\/comments?post=275"}],"version-history":[{"count":3,"href":"https:\/\/andy9999678.me\/blog\/wp-json\/wp\/v2\/posts\/275\/revisions"}],"predecessor-version":[{"id":282,"href":"https:\/\/andy9999678.me\/blog\/wp-json\/wp\/v2\/posts\/275\/revisions\/282"}],"wp:attachment":[{"href":"https:\/\/andy9999678.me\/blog\/wp-json\/wp\/v2\/media?parent=275"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/andy9999678.me\/blog\/wp-json\/wp\/v2\/categories?post=275"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/andy9999678.me\/blog\/wp-json\/wp\/v2\/tags?post=275"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}