{"id":137406,"date":"2020-07-20T16:43:17","date_gmt":"2020-07-20T08:43:17","guid":{"rendered":"http:\/\/4563.org\/?p=137406"},"modified":"2020-07-20T16:43:17","modified_gmt":"2020-07-20T08:43:17","slug":"%e5%b0%9d%e8%af%95-ai-%e4%ba%ba%e8%84%b8%e5%85%b3%e9%94%ae%e7%82%b9%e7%ae%97%e6%b3%95%e5%ae%9e%e7%8e%b0%e4%b8%80%e4%b8%8b-android-%e4%ba%ba%e8%84%b8%e5%8c%bf%e5%90%8d%e5%8a%9f%e8%83%bd","status":"publish","type":"post","link":"http:\/\/4563.org\/?p=137406","title":{"rendered":"\u5c1d\u8bd5 AI \u4eba\u8138\u5173\u952e\u70b9\u7b97\u6cd5\u5b9e\u73b0\u4e00\u4e0b Android \u4eba\u8138\u533f\u540d\u529f\u80fd"},"content":{"rendered":"
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\u5c1d\u8bd5 AI \u4eba\u8138\u5173\u952e\u70b9\u7b97\u6cd5\u5b9e\u73b0\u4e00\u4e0b Android \u4eba\u8138\u533f\u540d\u529f\u80fd <\/h1>\n

<\/p>\n

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\u8cc7\u6df1\u5927\u4f6c : exmorning <\/span> <\/i> 8<\/span> <\/div>\n
<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n
<\/p>\n

\u4ec0\u4e48\u662f\u4eba\u8138\u533f\u540d\uff08 Face Anonymization \uff09<\/h2>\n

\u968f\u7740\u4eba\u8138\u8bc6\u522b\u6280\u672f\u7684\u666e\u53ca\uff0c\u4eba\u8138\u6570\u636e\u7684\u9690\u79c1\u95ee\u9898\u4e5f\u5f97\u5230\u8d8a\u6765\u8d8a\u591a\u5173\u6ce8\uff0c\u9488\u5bf9\u9690\u79c1\u4fdd\u62a4\u7684\u7814\u7a76\u4e5f\u9646\u7eed\u51fa\u73b0\u3002\u76ee\u524d\u5927\u81f4\u6709\u4e0b\u9762\u51e0\u4e2a\u65b9\u5411<\/p>\n

    \n
  1. \u7be1\u6539\u8f93\u5165\u4eba\u8138\u8bc6\u522b\u7cfb\u7edf\u7684\u56fe\u50cf\u3002<\/li>\n
  2. \u751f\u6210\u5f0f\u5bf9\u6297\u7f51\u7edc(GAN)\u6765\u533f\u540d\u67d0\u4eba\u7684\u7167\u7247\u6216\u89c6\u9891\u3002<\/li>\n
  3. \u76f4\u63a5\u6a21\u7cca\u4eba\u8138\u8bc6\u522b\u5230\u7684\u4eba\u8138<\/li>\n<\/ol>\n

    \u672c\u6587\u4e3b\u8981\u8bb2\u7b2c 3 \u70b9\uff0c\u8bb2\u8bb2\u600e\u4e48\u4f7f\u7528\u79fb\u52a8\u7aef\u4eba\u8138\u5173\u952e\u70b9\u7b97\u6cd5\u5b9e\u73b0\u4eba\u8138\u533f\u540d\u529f\u80fd\u3002\u8fd9\u79cd\u65b9\u6cd5\u5bf9\u8bbe\u5907\u8981\u6c42\u4f4e\uff0c\u4ee3\u7801\u7b80\u5355\u6613\u61c2\uff0c\u4fee\u6539\u540e\u5c31\u53ef\u76f4\u63a5\u843d\u5730\u3002<\/p>\n

    \u4e0b\u56fe\u5c31\u662f\u6700\u7ec8\u60f3\u5b9e\u73b0\u7684\u529f\u80fd
    \"\u5c1d\u8bd5<\/p>\n

    \u4ec0\u4e48\u662f\u4eba\u8138\u5173\u952e\u70b9\u7b97\u6cd5\uff08 Face Landmarks \uff09<\/h2>\n

    \u4eba\u8138\u5173\u952e\u70b9\u68c0\u6d4b\u662f\u4eba\u8138\u76f8\u5173\u7b97\u6cd5\u4e2d\u7684\u5173\u952e\u4e00\u73af\uff0c\u5b83\u662f\u4eba\u8138\u8bc6\u522b\u3001\u8868\u60c5\u5206\u6790\u30013D \u4eba\u8138\u91cd\u5efa\uff0c\u8868\u60c5\u9a71\u52a8 3D \u52a8\u753b\u7b49\u4e00\u7cfb\u5217\u4eba\u8138\u76f8\u5173\u95ee\u9898\u7684\u524d\u63d0\u3002<\/p>\n

    \"\u5c1d\u8bd5<\/p>\n

    \u6211\u4eec\u5c06\u4f7f\u7528 TengineKit \u6765\u5b9e\u73b0\u4eba\u8138\u533f\u540d\u529f\u80fd<\/p>\n

    TengineKit<\/h3>\n

    \u514d\u8d39\u79fb\u52a8\u7aef\u5b9e\u65f6\u4eba\u8138 212 \u5173\u952e\u70b9 SDK \u3002\u662f\u4e00\u4e2a\u6613\u4e8e\u96c6\u6210\u7684\u4eba\u8138\u68c0\u6d4b\u548c\u4eba\u8138\u5173\u952e\u70b9 SDK \u3002\u5b83\u53ef\u4ee5\u5728\u5404\u79cd\u624b\u673a\u4e0a\u4ee5\u975e\u5e38\u4f4e\u7684\u5ef6\u8fdf\u8fd0\u884c\u3002
    https:\/\/github.com\/OAID\/TengineKit<\/p>\n

    TengineKit \u6548\u679c\u56fe<\/h3>\n

    \"\u5c1d\u8bd5<\/p>\n

    \u5b9e\u73b0<\/h2>\n

    \u914d\u7f6e Gradle<\/h3>\n

    Project \u4e2d\u7684 build.gradle \u6dfb\u52a0<\/p>\n

        repositories {         ...         mavenCentral()         ...     }      allprojects {         repositories {             ...             mavenCentral()             ...         }     } <\/code><\/pre>\n
    \u4e3b Module \u4e2d\u7684 build.gradle \u6dfb\u52a0<\/p>\n
        dependencies {         ...         implementation 'com.tengine.android:tenginekit:1.0.3'         ...     } <\/code><\/pre>\n
    \u914d\u7f6e manifests<\/h3>\n
        <uses-permission android:name=\"android.permission.ACCESS_NETWORK_STATE\" \/>     <uses-permission android:name=\"android.permission.INTERNET\"\/>      <uses-permission android:name=\"android.permission.READ_EXTERNAL_STORAGE\"\/>     <uses-permission android:name=\"android.permission.WRITE_EXTERNAL_STORAGE\"\/>     <uses-permission android:name=\"android.permission.READ_PHONE_STATE\"\/>      <uses-permission android:name=\"android.permission.CAMERA\"\/>     <uses-permission android:name=\"android.permission.FLASHLIGHT\" \/>      <uses-feature android:name = \"android.hardware.camera\" android:required=\"true\"\/>     <uses-feature android:name = \"android.hardware.camera.autofocus\" \/> <\/code><\/pre>\n
    \u521d\u59cb\u5316 Android Camera<\/h3>\n
    \u4e3a App \u521b\u5efa\u81ea\u5b9a\u4e49\u6444\u50cf\u5934\u754c\u9762\u7684\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n
      \n
    1. \u68c0\u6d4b\u548c\u8bbf\u95ee Camera<\/li>\n
    2. \u521b\u5efa\u9884\u89c8 TextureView<\/li>\n
    3. \u6784\u5efa\u9884\u89c8 TextureView \u5e03\u5c40<\/li>\n
    4. \u5c06 Camera \u548c TextureView \u7ed1\u5b9a<\/li>\n
    5. \u542f\u52a8\u9884\u89c8<\/li>\n<\/ol>\n
      \u6211\u4eec\u5148 new \u4e00\u4e2a TextureView.SurfaceTextureListener\uff0c\u5728\u91cc\u9762\u5b8c\u6210 camera \u7684\u521d\u59cb\u914d\u7f6e\uff0c\u5f53 TextureView \u53ef\u7528\u7684\u65f6\u5019\uff0conSurfaceTextureAvailable \u4e2d\u7684\u4ee3\u7801\u5c06\u88ab\u8c03\u7528<\/p>\n
         private final TextureView.SurfaceTextureListener surfaceTextureListener = new TextureView.SurfaceTextureListener() {         @Override         public void onSurfaceTextureAvailable(final SurfaceTexture texture, final int width, final int height) {             int index = getCameraId();             camera = Camera.open(index);              try {                 Camera.Parameters parameters = camera.getParameters();                 List<String> focusModes = parameters.getSupportedFocusModes();                 if (focusModes != null && focusModes.contains(Camera.Parameters.FOCUS_MODE_CONTINUOUS_PICTURE)) {                     parameters.setFocusMode(Camera.Parameters.FOCUS_MODE_CONTINUOUS_PICTURE);                 }                 List<Camera.Size> cameraSizes = parameters.getSupportedPreviewSizes();                 Size[] sizes = new Size[cameraSizes.size()];                 int i = 0;                 for (Camera.Size size : cameraSizes) {                     sizes[i++] = new Size(size.width, size.height);                 }                 Size previewSize = CameraConnectionFragment.chooseOptimalSize(sizes, desiredSize.getWidth(), desiredSize.getHeight());                 parameters.setPreviewSize(previewSize.getWidth(), previewSize.getHeight());                 camera.setDisplayOrientation(90);                 camera.setParameters(parameters);                 camera.setPreviewTexture(texture);             } catch (IOException exception) {                 camera.release();             }              camera.setPreviewCallbackWithBuffer(imageListener);             Camera.Size s = camera.getParameters().getPreviewSize();             camera.addCallbackBuffer(new byte[ImageUtils.getYUVByteSize(s.height, s.width)]);              textureView.setAspectRatio(s.height, s.width);             camera.startPreview();         }          @Override         public void onSurfaceTextureSizeChanged(final SurfaceTexture texture, final int width, final int height) {         }          @Override         public boolean onSurfaceTextureDestroyed(final SurfaceTexture texture) {             return true;         }          @Override         public void onSurfaceTextureUpdated(final SurfaceTexture texture) {         }     }; <\/code><\/pre>\n
      \u6b64\u5904\u5c06 textureView \u548c camera \u8054\u7cfb\u8d77\u6765<\/p>\n
          textureView.setSurfaceTextureListener(surfaceTextureListener); <\/code><\/pre>\n
      \u5f53 camera \u542f\u52a8\u9884\u89c8\uff0ctextureView \u5f97\u5230\u771f\u5b9e\u7684 size \u540e\u3002\u6211\u4eec\u5f97\u5230\u4e86 camera \u7684\u8f93\u51fa\u89c6\u9891\u6d41\u7684\u5bbd\u9ad8\u548c\u9884\u89c8 textureView\uff0c\u5c06\u5176\u4fdd\u5b58\u8d77\u6765\uff0c\u540e\u7eed\u6709\u7528\u5230\u3002<\/p>\n
          textureView.setRealSizeListener(new AutoFitTextureView.RealSizeListener() {         @Override         public void onRealSizeMeasure(int w, int h) {             if(!isReady){                 isReady = true;                 Camera.Size s = camera.getParameters().getPreviewSize();                 cameraReadyListener.onCameraReady(                         s.width, s.height,w, h                 );             }         }     }); <\/code><\/pre>\n
      \u5904\u7406 Camera \u4f20\u8fc7\u6765\u7684\u89c6\u9891\u6d41<\/h3>\n
      \u9996\u5148\u6211\u4eec\u5148\u521d\u59cb\u5316 TengineKit:<\/p>\n
        \n
      1. \u9009\u7528 camera \u5904\u7406\u6a21\u5f0f<\/li>\n
      2. \u6253\u5f00\u4eba\u8138\u68c0\u6d4b\u548c\u4eba\u8138\u5173\u952e\u70b9\u529f\u80fd<\/li>\n
      3. \u8bbe\u7f6e\u89c6\u9891\u6d41\u683c\u5f0f\u4e3a YUV_NV21 \uff08 Android camera \u9ed8\u8ba4\u683c\u5f0f\uff09<\/li>\n
      4. \u8bbe\u7f6e\u8f93\u5165\u89c6\u9891\u6d41\u7684\u5bbd\u9ad8\uff0c\u6b64\u5904\u4e3a camera \u7684\u9884\u89c8\u5bbd\u9ad8<\/li>\n
      5. \u8bbe\u7f6e\u8f93\u51fa\u89c6\u9891\u6d41\u7684\u5bbd\u9ad8\uff0c\u6b64\u5904\u4e3a textrureView \u7684\u5bbd\u9ad8<\/li>\n
      6. \u8bbe\u7f6e\u8f93\u5165\u89c6\u9891\u6d41\u6765\u81ea\u524d\u7f6e\u6444\u50cf\u5934<\/li>\n<\/ol>\n
            com.tenginekit.Face.init(getBaseContext(),             AndroidConfig.create()                     .setCameraMode()                     .openFunc(AndroidConfig.Func.Detect)                     .openFunc(AndroidConfig.Func.Landmark)                     .setInputImageFormat(AndroidConfig.ImageFormat.YUV_NV21)                     .setInputImageSize(previewWidth, previewHeight)                     .setOutputImageSize(outputWidth, outputHeight)     );     com.tenginekit.Face.Camera.switchCamera(false); <\/code><\/pre>\n
        \u5904\u7406\u6570\u636e<\/p>\n
          \n
        1. \u5f97\u5230\u624b\u673a\u65cb\u8f6c\u89d2\u5ea6\uff0c\u5c06\u5176\u8bbe\u7f6e\u5230 TengineKit<\/li>\n
        2. \u5f00\u59cb\u68c0\u6d4b\uff0c\u5f53\u68c0\u6d4b\u5230\u4eba\u8138\u6570\u76ee\u5927\u4e8e 0 \u7684\u65f6\u5019\uff0c\u8c03\u7528 faceDetect.landmark2d()\uff0c\u5f97\u5230\u4eba\u8138\u5173\u952e\u70b9\u94fe\u8868<\/li>\n<\/ol>\n
              int degree = CameraEngine.getInstance().getCameraOrientation(sensorEventUtil.orientation);      com.tenginekit.Face.Camera.setRotation(degree - 90, false,             outputWidth, outputHeight);      com.tenginekit.Face.FaceDetect faceDetect = Face.detect(data);     faceLandmarks = null;     if(faceDetect.getFaceCount() > 0){         faceLandmarks = faceDetect.landmark2d();     } <\/code><\/pre>\n
          \u9ad8\u65af\u6a21\u7cca\u548c\u7ed8\u5236<\/h3>\n
          \u8fd9\u91cc\u4f7f\u7528 Android \u7684 bitmap \u6765\u5b9e\u73b0\u529f\u80fd\uff0c\u8fd9\u79cd\u505a\u6cd5\u6bd4\u8f83\u7c97\u7cd9\uff0c\u6027\u80fd\u5dee\uff0c\u4f46\u662f\u7b80\u5355\u6613\u61c2\uff0c\u5982\u679c\u8bfb\u8005\u6709\u5174\u8da3\u53ef\u4ee5\u4f7f\u7528 OpenGLES \u6765\u5b9e\u73b0\u6b64\u529f\u80fd\u3002<\/p>\n
            \n
          1. \u5c06\u4ece\u6444\u50cf\u5934\u4e2d\u5f97\u5230\u7684 yuv \u6570\u636e\u901a\u8fc7 TengineKit \u7684\u56fe\u7247\u5e2e\u52a9\u51fd\u6570\u8f6c\u5316\u4e3a Bitmap<\/li>\n
          2. \u901a\u8fc7\u4eba\u8138\u5173\u952e\u70b9\u7684\u5916\u63a5\u6846\uff0c\u88c1\u526a bitmap \u5f97\u5230\u4eba\u8138\u7684 bitmap \u6570\u7ec4<\/li>\n
          3. \u5c06\u5f97\u5230\u7684\u4eba\u8138 bitmap \u8fdb\u884c\u9ad8\u65af\u6a21\u7cca<\/li>\n<\/ol>\n
                if(testBitmap != null){         testBitmap.recycle();     }     testBitmap = Face.Image.convertCameraYUVData(             data,             previewWidth, previewHeight,             outputWidth, outputHeight,             - 90,             true);       for(Bitmap bitmap : testFaceBitmaps){         bitmap.recycle();     }     testFaceBitmaps.clear();     if(testBitmap != null && faceDetect.getFaceCount() > 0){         if(faceLandmarks != null){             for (int i = 0; i < faceLandmarks.size(); i++) {                     Bitmap face = BitmapUtils.getDstArea(testBitmap, faceLandmarks.get(i).getBoundingBox());                     face = BitmapUtils.blurByGauss(face, 50);                     testFaceBitmaps.add(face);             }         }     }      runInBackground(new Runnable() {         @Override         public void run() {             trackingOverlay.postInvalidate();         }     }); <\/code><\/pre>\n
            trackingOverlay \u4e3a\u5b9a\u5236\u7684 view\uff0c\u5c06 canvas \u66b4\u9732\u51fa\u6765\u7528\u4e8e\u753b bitmap<\/p>\n
                trackingOverlay.addCallback(new OverlayView.DrawCallback() {         @Override         public void drawCallback(final Canvas canvas) {             if(testBitmap != null){                 canvas.drawBitmap(testBitmap, 0,0, circlePaint);             }             if(faceLandmarks != null){                 for (int i = 0; i < faceLandmarks.size(); i++) {                     Rect r = faceLandmarks.get(i).getBoundingBox();                     canvas.drawRect(r, circlePaint);                     canvas.drawBitmap(testFaceBitmaps.get(i), r.left, r.top, circlePaint);                 }             }         }     }); <\/code><\/pre>\n
            \u6548\u679c<\/h3>\n
            \"\u5c1d\u8bd5 \"\u5c1d\u8bd5<\/p>\n
            Demo<\/h3>\n
            \"\u5c1d\u8bd5<\/p>\n
            \u53c2\u8003<\/h2>\n
            https:\/\/github.com\/OAID\/TengineKit<\/p>\n
            \u6e90\u7801<\/h2>\n
            https:\/\/github.com\/jiangzhongbo\/TengineKit_Demo_Identity_Protection<\/p>\n
            \u77e5\u4e4e<\/h2>\n
            https:\/\/zhuanlan.zhihu.com\/p\/161038093<\/p>\n<\/p><\/div>\n
             \u5927\u4f6c\u6709\u8a71\u8aaa<\/b> (14<\/span>)        <\/div>\n
             <\/div>\n<\/p><\/div>\n<\/p><\/div>\n
              \n
            • \n
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               \u8cc7\u6df1\u5927\u4f6c : Jirajine <\/span>  <\/div>\n
               <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                           \u90a3\u4e48\u5982\u4f55\u786e\u4fdd\u539f\u59cb\u4eba\u8138\u6570\u636e\u4e0d\u88ab\u8fd9\u4e2a sdk \u5077\u8d70\u5462\u3002                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
            • \n
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               \u8cc7\u6df1\u5927\u4f6c : aabbcc112233 <\/span>  <\/div>\n
               <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                           \u8fd8\u662f\u4e0a\u6b21\u90a3\u4e2a\u5c0f\u59d0\u59d0\u5417\uff1f\u611f\u89c9\u989c\u503c\u964d\u4f4e\u4e86 1 \u5206\u3002\u53e6\u5916\u5979\u7684\u5fae\u4fe1\u53f7\u4f60\u8fd8\u6ca1\u53d1\u7ed9\u6211                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
            • \n
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               \u4e3b<\/span> \u8cc7\u6df1\u5927\u4f6c : exmorning <\/span>  <\/div>\n
               <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                           @Jirajine \u76ee\u524d\u5c31 auth \u4e86\u4e00\u4e0b\uff0c\u4e0d\u4e0a\u4f20\u4efb\u4f55\u6570\u636e                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
            • \n
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               \u4e3b<\/span> \u8cc7\u6df1\u5927\u4f6c : exmorning <\/span>  <\/div>\n
               <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                           @aabbcc112233 \u4e0d\u662f\u7ed9\u4e86\u6296\u97f3\u53f7\u53ef\u4ee5\u53d1\u79c1\u4fe1\u561b\uff0c\u5fae\u4fe1\u53f7\u5f97\u81ea\u5df1\u8981\u554a                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
            • \n
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               \u8cc7\u6df1\u5927\u4f6c : meilande <\/span>  <\/div>\n
               <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                           \u7528 bitmap \u6027\u80fd\u4e0d\u662f\u5f88\u597d\uff0c\u6b63\u5728\u5546\u7528\u5f97\u7528 OpenGL \u5199                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
            • \n
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               \u4e3b<\/span> \u8cc7\u6df1\u5927\u4f6c : exmorning <\/span>  <\/div>\n
               <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                           @meilande \u5982\u679c\u60f3\u5b9e\u73b0\u4e0b OpenGL\uff0c\u53ef\u4ee5\u53c2\u8003 https:\/\/github.com\/CainKernel\/CainCamera                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
            • \n
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               \u8cc7\u6df1\u5927\u4f6c : emeab <\/span>  <\/div>\n
               <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                           \u5bf9\u4e8e\u67d0\u4e9b\u89c6\u9891\u5f88\u5b9e\u7528\u554a                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
            • \n
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               \u8cc7\u6df1\u5927\u4f6c : CoderGeek <\/span>  <\/div>\n
               <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                           \u518d\u6574\u70b9\u6362\u8138 QvQ                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
            • \n
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               \u4e3b<\/span> \u8cc7\u6df1\u5927\u4f6c : exmorning <\/span>  <\/div>\n
               <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                           @emeab \u4f60\u542f\u53d1\u4e86\u6211\uff01                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
            • \n
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               \u4e3b<\/span> \u8cc7\u6df1\u5927\u4f6c : exmorning <\/span>  <\/div>\n
               <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                           @CoderGeek \u4e0b\u4e00\u7bc7\u8003\u8651\u5199\u4e00\u4e2a\u6362\u8138\u7684 demo                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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               \u8cc7\u6df1\u5927\u4f6c : JackCui <\/span>  <\/div>\n
               <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                           \u8ddf landmark \u6709\u4ec0\u4e48\u5173\u7cfb\uff1f\u4e0d\u5c31\u662f\u68c0\u6d4b\u4e2a\u4eba\u8138 bbox\uff0c\u7136\u540e\u52a0\u4e2a\u6a21\u7cca\u5417\uff1f                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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               \u4e3b<\/span> \u8cc7\u6df1\u5927\u4f6c : exmorning <\/span>  <\/div>\n
               <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                           @JackCui \u7528\u5173\u952e\u70b9\u5916\u63a5\u6846\u505a\u7684\uff0c\u5982\u679c\u7528\u4eba\u8138\u68c0\u6d4b\u6846\uff0c\u6253\u7801\u6ca1\u6709\u8fd9\u4e48\u7a33\u5b9a                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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               \u8cc7\u6df1\u5927\u4f6c : CoderGeek <\/span>  <\/div>\n
               <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                           @exmorning \u8d5e~                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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               \u4e3b<\/span> \u8cc7\u6df1\u5927\u4f6c : exmorning <\/span>  <\/div>\n
               <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                           @CoderGeek \ud83d\ude09                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
            • \n","protected":false},"excerpt":{"rendered":"
              \u5c1d\u8bd5 AI \u4eba\u8138\u5173\u952e\u70b9\u7b97\u6cd5\u5b9e\u73b0\u4e00\u4e0b…<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[],"tags":[],"_links":{"self":[{"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/posts\/137406"}],"collection":[{"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=137406"}],"version-history":[{"count":0,"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/posts\/137406\/revisions"}],"wp:attachment":[{"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=137406"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=137406"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=137406"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}