{"id":59911,"date":"2021-03-19T09:47:27","date_gmt":"2021-03-19T00:47:27","guid":{"rendered":"https:\/\/smilegate.ai\/?p=59911"},"modified":"2021-03-19T09:48:03","modified_gmt":"2021-03-19T00:48:03","slug":"awesome-tensorflow-lite","status":"publish","type":"post","link":"https:\/\/smilegate.ai\/cn\/2021\/03\/19\/awesome-tensorflow-lite\/","title":{"rendered":"\u9002\u7528\u4e8e\u79fb\u52a8\u8bbe\u5907\u7684AI\u9879\u76ee\u7684\u96c6\u5408\uff08Awesome Tensorflow Lite\uff09"},"content":{"rendered":"

Tensorflow Lite\u662f\u4e00\u4e2a\u8f6f\u4ef6\u5305\uff0c\u5176\u4e2d\u5305\u542b\u4e00\u4e9b\u5de5\u5177\uff0c\u8fd9\u4e9b\u5de5\u5177\u5141\u8bb8\u4f7f\u7528Tensorflow\u8bad\u7ec3\u7684AI\u6a21\u578b\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u8fd0\u884c\u3002\u636e\u8bf4\u5b83\u73b0\u5728\u5728\u8d85\u8fc740\u4ebf\u4e2a\u8bbe\u5907\u4e0a\u8fd0\u884c\u3002\u57fa\u672c\u4e0a\uff0c\u7531\u4e8e\u5c06\u8bad\u7ec3\u540e\u7684\u6a21\u578b\u8f6c\u6362\u4e3aTensorflow Lite\u683c\u5f0f\u5e76\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u4f7f\u7528\uff0c\u56e0\u6b64\u5b83\u5177\u6709\u6309\u539f\u6837\u4f7f\u7528\u73b0\u6709\u6a21\u578b\u7684\u4f18\u52bf\u3002 <\/p>\n\n\n\n

\u8bb8\u591aAI\u9879\u76ee\u7684\u7ed3\u679c\u90fd\u9700\u8981\u9ad8\u6027\u80fdGPU\uff0c\u5e76\u4e14\u662f\u57fa\u4e8e\u5b83\u4eec\u5728PC\u73af\u5883\u4e2d\u8fd0\u884c\u7684\u5047\u8bbe\u800c\u505a\u51fa\u7684\uff0c\u56e0\u6b64\u5728\u8bb8\u591a\u60c5\u51b5\u4e0b\uff0c\u9700\u8981\u8bbe\u7f6e\u5355\u72ec\u7684\u63a8\u7406\u670d\u52a1\u5668\u5e76\u901a\u8fc7API\u8fdb\u884c\u8bbf\u95ee\u4ee5\u8fdb\u884c\u670d\u52a1\u3002\u7136\u800c\uff0c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u57fa\u7840\u67b6\u6784\u6210\u672c\u968f\u7740\u7528\u6237\u6570\u91cf\u7684\u589e\u52a0\u800c\u6210\u6bd4\u4f8b\u5730\u589e\u52a0\uff0c\u5e76\u4e14\u5b58\u5728\u9700\u8981\u57fa\u672c\u7f51\u7edc\u7b49\u5f85\u65f6\u95f4\u7684\u95ee\u9898\u3002\u8fd8\u6709\u4e00\u4e2a\u5229\u7528\u4e2a\u4eba\u4fe1\u606f\u7684\u95ee\u9898\u3002\u901a\u8fc7\u76f4\u63a5\u5728\u7528\u6237\u8bbe\u5907\u4e0a\u63a8\u65adAI\u6a21\u578b\u53ef\u4ee5\u907f\u514d\u6b64\u95ee\u9898\uff0c\u4f46\u662f\u968f\u7740\u6700\u8fd1\u5728\u667a\u80fd\u624b\u673a\u4e0a\u5b89\u88c5\u4e86\u5355\u72ec\u7684AI\u63a8\u7406\u52a0\u901f\u5668\uff0c\u8bbe\u5907\u4e0aAI\u7684\u5229\u7528\u7387\u6709\u671b\u7ee7\u7eed\u63d0\u9ad8\u3002<\/p>\n\n\n\n

\u540d\u4e3aAwesome Tensorflow Lite\u7684\u7f51\u7ad9\u662f\u4f7f\u7528Tensorflow Lite\u7684\u5404\u79cd\u79fb\u52a8\u5e94\u7528\u7a0b\u5e8f\u793a\u4f8b\u9879\u76ee\u7684\u96c6\u5408\u3002\u4ee5\u4e0b\u662f\u5728\u5f88\u68d2\u7684tensorflow lite github\u5b58\u50a8\u5e93\u4e2d\u7ec4\u7ec7\u7684\u9879\u76ee\u7684\u96c6\u5408\u3002\u5728\u5404\u4e2a\u9886\u57df\u90fd\u6709\u9879\u76ee\uff0c\u4f8b\u5982\u8ba1\u7b97\u89c6\u89c9\uff0c\u6587\u672c\uff0c\u8bed\u97f3\u548c\u63a8\u8350\u3002<\/p>\n\n\n\n

<\/div>\n\n\n\n

\u8ba1\u7b97\u673a\u89c6\u89c9<\/h3>\n\n\n\n
\u4efb\u52a1<\/th>\u6a21\u578b<\/th>\u5e94\u7528\u7a0b\u5f0f|\u53c2\u8003<\/th>\u6765\u6e90<\/th><\/tr><\/thead>
\u5206\u7c7b<\/td>MobileNetV1\uff08\u4e0b\u8f7d<\/a>)<\/td>\u5b89\u5353<\/a> | \u7684iOS<\/a> | \u6811\u8393\u6d3e<\/a> | \u6982\u8ff0<\/a><\/td>tensorflow.org<\/td><\/tr>
\u5206\u7c7b<\/td>MobileNetV2<\/td>\u5728Android\u4e0a\u8bc6\u522b\u82b1\u6735 \u4ee3\u7801\u5b9e\u9a8c\u5ba4<\/a> | \u5b89\u5353<\/a><\/td>TensorFlow\u56e2\u961f<\/td><\/tr>
\u5206\u7c7b<\/td>MobileNetV2<\/td>\u76ae\u80a4\u75c5\u53d8\u68c0\u6d4b \u5b89\u5353<\/a><\/td>\u793e\u533a<\/td><\/tr>
\u5206\u7c7b<\/td>EfficientNet-Lite0\uff08\u4e0b\u8f7d<\/a>)<\/td>\u56fe\u6807\u5206\u7c7b\u5668 Colab\u548cAndroid<\/a> | \u6559\u7a0b1<\/a> | \u6559\u7a0b2<\/a><\/td>\u793e\u533a<\/td><\/tr>
\u7269\u4f53\u68c0\u6d4b<\/td>\u91cf\u5316COCO SSD MobileNet v1\uff08\u4e0b\u8f7d<\/a>)<\/td>\u5b89\u5353<\/a> | \u7684iOS<\/a> | \u6982\u8ff0<\/a><\/td>tensorflow.org<\/td><\/tr>
\u7269\u4f53\u68c0\u6d4b<\/td>YOLO<\/td>\u6251<\/a> | \u7eb8<\/a><\/td>\u793e\u533a<\/td><\/tr>
\u7269\u4f53\u68c0\u6d4b<\/td>MobileNetV2 SSD\uff08\u4e0b\u8f7d<\/a>)<\/td>\u53c2\u8003<\/a><\/td>MediaPipe<\/td><\/tr>
\u7269\u4f53\u68c0\u6d4b<\/td>MobileDet\uff08\u7eb8<\/a>)<\/td>\u535a\u5ba2\u6587\u7ae0\uff08\u5305\u62ecTFLite\u8f6c\u6362\u8fc7\u7a0b\uff09<\/a><\/td>MobileDet\u6765\u81ea\u5a01\u65af\u5eb7\u661f\u5927\u5b66\u9ea6\u8fea\u900a\u5206\u6821\u548cGoogle\uff0c\u535a\u5ba2\u6587\u7ae0\u6765\u81ea\u793e\u533a<\/td><\/tr>
\u8f66\u724c\u68c0\u6d4b<\/td>\u56fa\u6001\u786c\u76d8MobileNet \uff08\u4e0b\u8f7d\uff09<\/a><\/td>\u6251<\/a><\/td>\u793e\u533a<\/td><\/tr>
\u4eba\u8138\u68c0\u6d4b<\/td>BlazeFace\uff08\u4e0b\u8f7d<\/a>)<\/td>\u7eb8<\/a><\/td>MediaPipe<\/td><\/tr>
\u624b\u90e8\u68c0\u6d4b\u4e0e\u8ffd\u8e2a<\/td>\u624b\u638c\u68c0\u6d4b\u548c\u624b\u90e8\u6807\u5fd7\uff08\u4e0b\u8f7d<\/a>)<\/td>\u535a\u5ba2\u6587\u7ae0<\/a> | \u578b\u53f7\u5361<\/a><\/td>MediaPipe<\/td><\/tr>
\u59ff\u52bf\u4f30\u8ba1<\/td>\u59ff\u52bf\u7f51\uff08\u4e0b\u8f7d<\/a>)<\/td>\u5b89\u5353<\/a> | \u7684iOS<\/a> | \u6982\u8ff0<\/a><\/td>tensorflow.org<\/td><\/tr>
\u5206\u5272<\/td>DeepLab V3\uff08\u4e0b\u8f7d<\/a>)<\/td>Android\u548ciOS<\/a> | \u6982\u8ff0<\/a> |\u6251 \u56fe\u50cf<\/a> | \u5373\u65f6\u7684<\/a> | \u7eb8<\/a><\/td>tf.org\u548c\u793e\u533a<\/td><\/tr>
\u5206\u5272<\/td>\u7684\u4e0d\u540c\u53d8\u4f53 DeepLab V3\u578b\u53f7<\/a><\/td>\u6a21\u7279\u513f TF\u96c6\u7ebf\u5668<\/a> \u4e0eColab\u7b14\u8bb0\u672c\u4e00\u8d77<\/td>\u793e\u533a<\/td><\/tr>
\u5934\u53d1\u5206\u5272<\/td>\u4e0b\u8f7d<\/a><\/td>\u7eb8<\/a><\/td>MediaPipe<\/td><\/tr>
\u98ce\u683c\u8f6c\u79fb<\/td>\u4efb\u610f\u56fe\u50cf\u6837\u5f0f\u5316<\/a><\/td>\u6982\u8ff0<\/a> | \u5b89\u5353<\/a> | \u6251<\/a><\/td>tf.org\u548c\u793e\u533a<\/td><\/tr>
\u98ce\u683c\u8f6c\u79fb<\/td>.tflite\u4e2d\u8d28\u91cf\u66f4\u9ad8\u7684\u6837\u5f0f\u8f6c\u6362\u6a21\u578b<\/td>\u6a21\u7279\u513f TF\u96c6\u7ebf\u5668<\/a> \u4e0eColab\u7b14\u8bb0\u672c\u4e00\u8d77<\/td>\u793e\u533a<\/td><\/tr>
\u7518\u8083\u7701<\/td>U-GAT-IT<\/a> \uff08Selfie2Anime\uff09<\/td>\u9879\u76ee\u56de\u8d2d<\/a> | \u5b89\u5353<\/a> | \u6559\u7a0b<\/a><\/td>\u793e\u533a<\/td><\/tr>
\u7518\u8083\u7701<\/td>\u767d\u76d2\u5361\u901a<\/a> (\u4e0b\u8f7d<\/a>)<\/td>\u9879\u76ee\u56de\u8d2d<\/a> | \u5b89\u5353<\/a> | \u6559\u7a0b<\/a><\/td>\u793e\u533a<\/td><\/tr>
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\u52a8\u6001\u8303\u56f4\u6a21\u578b<\/a>)<\/td>		\u5b89\u5353<\/a> | \u6559\u7a0b<\/a><\/td>\u793e\u533a<\/td><\/tr>
\u7ec6\u5206\u548c\u6837\u5f0f\u8f6c\u6362<\/td>DeepLabV3\u548c\u6837\u5f0f\u8f6c\u6362 \u6977\u6a21<\/a><\/td>\u9879\u76ee\u56de\u8d2d<\/a> | \u5b89\u5353<\/a> | \u6559\u7a0b<\/a><\/td>\u793e\u533a<\/td><\/tr>
\u5f31\u5149\u56fe\u50cf\u589e\u5f3a<\/td>TF Hub\u4e0a\u7684\u6a21\u578b<\/a><\/td>\u9879\u76ee\u56de\u8d2d<\/a> | \u539f\u59cb\u7eb8<\/a> |<\/td>\u793e\u533a<\/td><\/tr>
\u6587\u5b57\u68c0\u6d4b<\/td>\u6587\u5b57\u68c0\u6d4b\u5668\uff08\u7eb8<\/a>)<\/td>\u4e0b\u8f7d<\/a> | \u9879\u76ee\u8d44\u6599\u5e93<\/a> | Blog1-\u8f6c\u6362\u4e3aTFLite<\/a> | Blog2-EAST vs\u5de5\u827a\u54c1<\/a> | TF Hub\u4e0a\u7684\u6a21\u578b<\/a> | Android\uff08\u5373\u5c06\u63a8\u51fa\uff09<\/td>\u793e\u533a<\/td><\/tr>
\u6587\u5b57\u68c0\u6d4b<\/td>\u4e1c\u6587\u5b57\u68c0\u6d4b\u5668\uff08\u7eb8<\/a>)<\/td>TF Hub\u4e0a\u7684\u6a21\u578b<\/a> | \u8f6c\u6362\u548c\u63a8\u8bba\u7b14\u8bb0\u672c<\/a><\/td>\u793e\u533a<\/td><\/tr>
\u56fe\u50cf\u5916\u63a8<\/td>TF Hub\u4e0a\u7684\u6a21\u578b<\/a><\/td>Colab\u7b14\u8bb0\u672c<\/a> | \u539f\u59cb\u7eb8<\/a><\/td>\u793e\u533a<\/td><\/tr>
\u5149\u5b66\u5b57\u7b26\u8bc6\u522b<\/td>TF Hub\u4e0a\u7684\u6a21\u578b<\/a><\/td>\u9879\u76ee\u8d44\u6599\u5e93<\/a><\/td>\u793e\u533a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

<\/a>\u6587\u672c<\/h3>\n\n\n\n
\u4efb\u52a1<\/th>\u6a21\u578b<\/th>\u793a\u4f8b\u5e94\u7528<\/th>\u6765\u6e90<\/th><\/tr><\/thead>
\u95ee\u4e0e\u7b54<\/td>DistilBERT<\/td>\u5b89\u5353<\/a><\/td>\u62e5\u62b1\u8138<\/td><\/tr>
\u6587\u5b57\u4ea7\u751f<\/td>GPT-2 \/ DistilGPT2<\/td>\u5b89\u5353<\/a><\/td>\u62e5\u62b1\u8138<\/td><\/tr>
\u6587\u5b57\u5206\u7c7b<\/td>\u4e0b\u8f7d<\/a><\/td>\u5b89\u5353<\/a> |\u7684iOS<\/a> | \u6251<\/a><\/td>tf.org\u548c\u793e\u533a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

<\/a>\u8a00\u8bed<\/h3>\n\n\n\n
\u4efb\u52a1<\/th>\u6a21\u578b<\/th>\u5e94\u7528\u7a0b\u5f0f|\u53c2\u8003<\/th>\u6765\u6e90<\/th><\/tr><\/thead>
\u8bed\u97f3\u8bc6\u522b<\/td>\u6df1\u5ea6\u8bed\u97f3<\/td>\u53c2\u8003<\/a><\/td>Mozilla<\/td><\/tr>
\u8bed\u97f3\u5408\u6210<\/td>Tacotron-2\uff0cFastSpeech2\uff0cMB-Melgan<\/td>\u5b89\u5353<\/a><\/td>\u5f20\u91cf\u8bed\u97f3<\/td><\/tr>
\u8bed\u97f3\u5408\u6210\uff08TTS\uff09<\/td>Tacotron2\uff0cFastSpeech2\uff0cMelGAN\uff0cMB-MelGAN\uff0cHiFi-GAN\uff0c\u5e76\u884cWaveGAN<\/td>\u63a8\u7406\u7b14\u8bb0\u672c<\/a> | \u9879\u76ee\u8d44\u6599\u5e93<\/a><\/td>\u793e\u533a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

<\/a>\u63a8\u8350<\/h3>\n\n\n\n
\u4efb\u52a1<\/th>\u6a21\u578b<\/th>\u5e94\u7528\u7a0b\u5f0f|\u53c2\u8003<\/th>\u6765\u6e90<\/th><\/tr><\/thead>
\u8bbe\u5907\u4e0a\u63a8\u8350<\/td>\u53cc\u7f16\u7801\u5668<\/a><\/td>\u5b89\u5353<\/a> | \u7684iOS<\/a> | \u53c2\u8003<\/a><\/td>tf.org\u548c\u793e\u533a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
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\u4f8b\u5b50\u5f88\u591a\uff0c\u56e0\u6b64\u5728\u5f00\u53d1\u76f4\u63a5\u4f7f\u7528\u6216\u4e0e\u76f4\u63a5\u7814\u7a76\u548c\u5f00\u53d1\u7684AI\u6a21\u578b\u4e00\u8d77\u5e94\u7528\u7684\u667a\u80fd\u624b\u673a\u5e94\u7528\u7a0b\u5e8f\u65f6\u5c06\u5f88\u6709\u7528\u3002\u8fd9\u662f\u4e00\u4e2a\u5f88\u68d2\u7684tensorflow lite\u7ad9\u70b9\u5b58\u50a8\u5e93\u7684\u94fe\u63a5\uff1a<\/p>\n\n\n\n

<\/div>\n\n\n
<\/a>
\"\"<\/div><\/div>
\u739b\u683c\u4e3d\u7279\u5179\/ awesome-tensorflow-lite<\/div>
TensorFlow Lite\u6a21\u578b\uff0c\u793a\u4f8b\uff0c\u6559\u7a0b\uff0c\u5de5\u5177\u548c\u5b66\u4e60\u8d44\u6e90\u3002 \u2013 Margaretmz \/ awesome-tensorflow-lite<\/div><\/div><\/div>
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Tensorflow Lite\ub294 Tensorflow\ub85c \ud559\uc2b5\ub41c AI \ubaa8\ub378\ub4e4\uc744 \ubaa8\ubc14\uc77c \uae30\uae30\uc5d0\uc11c \ub3d9\uc791\uc2dc\ud0ac \uc218 \uc788\ub3c4\ub85d \ud574 \uc8fc\ub294 \ub3c4\uad6c\ub4e4\uc744 \ud3ec\ud568\ud558\uace0 \uc788\ub294 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ud328\ud0a4\uc9c0\uc785\ub2c8\ub2e4. \ud604\uc7ac 40\uc5b5\uac1c \uc774\uc0c1\uc758 \uae30\uae30\uc5d0\uc11c \ub3d9\uc791\ud558\uace0 \uc788\ub2e4\uace0 \ud569\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc73c\ub85c \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 Tensorflow Lite \ud3ec\ub9f7\uc73c\ub85c \ubcc0\ud658\ud55c \ud6c4 \ubaa8\ubc14\uc77c \uae30\uae30\uc5d0\uc11c \uc0ac\uc6a9\ud558\ub294 \ubc29\uc2dd\uc774\ub77c \uae30\uc874 \uacf5\uac1c\ub41c \ubaa8\ub378\ub4e4\uc744 \uadf8\ub300\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\ub2e4\ub294 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ub9ce\uc740 AI \ud504\ub85c\uc81d\ud2b8\uc758 \uacb0\uacfc\ubb3c\ub4e4\uc774 \uace0\uc131\ub2a5 GPU\ub97c \uc694\uad6c\ud558\uba70 PC \ud658\uacbd\uc5d0\uc11c…<\/p>\n

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