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GitOrigin-RevId: 1610e588e497817fae2d9a458093ab6a370e2972
This commit is contained in:
MediaPipe Team
2021-08-18 17:45:46 -07:00
committed by jqtang
parent b899d17f18
commit 710fb3de58
158 changed files with 10104 additions and 1568 deletions
+217 -6
View File
@@ -278,6 +278,7 @@ Supported configuration options:
import cv2
import mediapipe as mp
mp_drawing = mp.solutions.drawing_utils
mp_drawing_styles = mp.solutions.drawing_styles
mp_face_mesh = mp.solutions.face_mesh
# For static images:
@@ -301,9 +302,17 @@ with mp_face_mesh.FaceMesh(
mp_drawing.draw_landmarks(
image=annotated_image,
landmark_list=face_landmarks,
connections=mp_face_mesh.FACE_CONNECTIONS,
landmark_drawing_spec=drawing_spec,
connection_drawing_spec=drawing_spec)
connections=mp_face_mesh.FACEMESH_TESSELATION,
landmark_drawing_spec=None,
connection_drawing_spec=mp_drawing_styles
.get_default_face_mesh_tesselation_style())
mp_drawing.draw_landmarks(
image=annotated_image,
landmark_list=face_landmarks,
connections=mp_face_mesh.FACEMESH_CONTOURS,
landmark_drawing_spec=None,
connection_drawing_spec=mp_drawing_styles
.get_default_face_mesh_contours_style())
cv2.imwrite('/tmp/annotated_image' + str(idx) + '.png', annotated_image)
# For webcam input:
@@ -335,9 +344,17 @@ with mp_face_mesh.FaceMesh(
mp_drawing.draw_landmarks(
image=image,
landmark_list=face_landmarks,
connections=mp_face_mesh.FACE_CONNECTIONS,
landmark_drawing_spec=drawing_spec,
connection_drawing_spec=drawing_spec)
connections=mp_face_mesh.FACEMESH_TESSELATION,
landmark_drawing_spec=None,
connection_drawing_spec=mp_drawing_styles
.get_default_face_mesh_tesselation_style())
mp_drawing.draw_landmarks(
image=image,
landmark_list=face_landmarks,
connections=mp_face_mesh.FACEMESH_CONTOURS,
landmark_drawing_spec=None,
connection_drawing_spec=mp_drawing_styles
.get_default_face_mesh_contours_style())
cv2.imshow('MediaPipe FaceMesh', image)
if cv2.waitKey(5) & 0xFF == 27:
break
@@ -423,6 +440,200 @@ camera.start();
</script>
```
### Android Solution API
Please first follow general
[instructions](../getting_started/android_solutions.md#integrate-mediapipe-android-solutions-api)
to add MediaPipe Gradle dependencies, then try the FaceMash solution API in the
companion
[example Android Studio project](https://github.com/google/mediapipe/tree/master/mediapipe/examples/android/solutions/facemesh)
following
[these instructions](../getting_started/android_solutions.md#build-solution-example-apps-in-android-studio)
and learn more in the usage example below.
Supported configuration options:
* [staticImageMode](#static_image_mode)
* [maxNumFaces](#max_num_faces)
* runOnGpu: Run the pipeline and the model inference on GPU or CPU.
#### Camera Input
```java
// For camera input and result rendering with OpenGL.
FaceMeshOptions faceMeshOptions =
FaceMeshOptions.builder()
.setMode(FaceMeshOptions.STREAMING_MODE) // API soon to become
.setMaxNumFaces(1) // setStaticImageMode(false)
.setRunOnGpu(true).build();
FaceMesh facemesh = new FaceMesh(this, faceMeshOptions);
facemesh.setErrorListener(
(message, e) -> Log.e(TAG, "MediaPipe FaceMesh error:" + message));
// Initializes a new CameraInput instance and connects it to MediaPipe FaceMesh.
CameraInput cameraInput = new CameraInput(this);
cameraInput.setNewFrameListener(
textureFrame -> facemesh.send(textureFrame));
// Initializes a new GlSurfaceView with a ResultGlRenderer<FaceMeshResult> instance
// that provides the interfaces to run user-defined OpenGL rendering code.
// See mediapipe/examples/android/solutions/facemesh/src/main/java/com/google/mediapipe/examples/facemesh/FaceMeshResultGlRenderer.java
// as an example.
SolutionGlSurfaceView<FaceMeshResult> glSurfaceView =
new SolutionGlSurfaceView<>(
this, facemesh.getGlContext(), facemesh.getGlMajorVersion());
glSurfaceView.setSolutionResultRenderer(new FaceMeshResultGlRenderer());
glSurfaceView.setRenderInputImage(true);
facemesh.setResultListener(
faceMeshResult -> {
NormalizedLandmark noseLandmark =
result.multiFaceLandmarks().get(0).getLandmarkList().get(1);
Log.i(
TAG,
String.format(
"MediaPipe FaceMesh nose normalized coordinates (value range: [0, 1]): x=%f, y=%f",
noseLandmark.getX(), noseLandmark.getY()));
// Request GL rendering.
glSurfaceView.setRenderData(faceMeshResult);
glSurfaceView.requestRender();
});
// The runnable to start camera after the GLSurfaceView is attached.
glSurfaceView.post(
() ->
cameraInput.start(
this,
facemesh.getGlContext(),
CameraInput.CameraFacing.FRONT,
glSurfaceView.getWidth(),
glSurfaceView.getHeight()));
```
#### Image Input
```java
// For reading images from gallery and drawing the output in an ImageView.
FaceMeshOptions faceMeshOptions =
FaceMeshOptions.builder()
.setMode(FaceMeshOptions.STATIC_IMAGE_MODE) // API soon to become
.setMaxNumFaces(1) // setStaticImageMode(true)
.setRunOnGpu(true).build();
FaceMesh facemesh = new FaceMesh(this, faceMeshOptions);
// Connects MediaPipe FaceMesh to the user-defined ImageView instance that allows
// users to have the custom drawing of the output landmarks on it.
// See mediapipe/examples/android/solutions/facemesh/src/main/java/com/google/mediapipe/examples/facemesh/FaceMeshResultImageView.java
// as an example.
FaceMeshResultImageView imageView = new FaceMeshResultImageView(this);
facemesh.setResultListener(
faceMeshResult -> {
int width = faceMeshResult.inputBitmap().getWidth();
int height = faceMeshResult.inputBitmap().getHeight();
NormalizedLandmark noseLandmark =
result.multiFaceLandmarks().get(0).getLandmarkList().get(1);
Log.i(
TAG,
String.format(
"MediaPipe FaceMesh nose coordinates (pixel values): x=%f, y=%f",
noseLandmark.getX() * width, noseLandmark.getY() * height));
// Request canvas drawing.
imageView.setFaceMeshResult(faceMeshResult);
runOnUiThread(() -> imageView.update());
});
facemesh.setErrorListener(
(message, e) -> Log.e(TAG, "MediaPipe FaceMesh error:" + message));
// ActivityResultLauncher to get an image from the gallery as Bitmap.
ActivityResultLauncher<Intent> imageGetter =
registerForActivityResult(
new ActivityResultContracts.StartActivityForResult(),
result -> {
Intent resultIntent = result.getData();
if (resultIntent != null && result.getResultCode() == RESULT_OK) {
Bitmap bitmap = null;
try {
bitmap =
MediaStore.Images.Media.getBitmap(
this.getContentResolver(), resultIntent.getData());
} catch (IOException e) {
Log.e(TAG, "Bitmap reading error:" + e);
}
if (bitmap != null) {
facemesh.send(bitmap);
}
}
});
Intent gallery = new Intent(
Intent.ACTION_PICK, MediaStore.Images.Media.INTERNAL_CONTENT_URI);
imageGetter.launch(gallery);
```
#### Video Input
```java
// For video input and result rendering with OpenGL.
FaceMeshOptions faceMeshOptions =
FaceMeshOptions.builder()
.setMode(FaceMeshOptions.STREAMING_MODE) // API soon to become
.setMaxNumFaces(1) // setStaticImageMode(false)
.setRunOnGpu(true).build();
FaceMesh facemesh = new FaceMesh(this, faceMeshOptions);
facemesh.setErrorListener(
(message, e) -> Log.e(TAG, "MediaPipe FaceMesh error:" + message));
// Initializes a new VideoInput instance and connects it to MediaPipe FaceMesh.
VideoInput videoInput = new VideoInput(this);
videoInput.setNewFrameListener(
textureFrame -> facemesh.send(textureFrame));
// Initializes a new GlSurfaceView with a ResultGlRenderer<FaceMeshResult> instance
// that provides the interfaces to run user-defined OpenGL rendering code.
// See mediapipe/examples/android/solutions/facemesh/src/main/java/com/google/mediapipe/examples/facemesh/FaceMeshResultGlRenderer.java
// as an example.
SolutionGlSurfaceView<FaceMeshResult> glSurfaceView =
new SolutionGlSurfaceView<>(
this, facemesh.getGlContext(), facemesh.getGlMajorVersion());
glSurfaceView.setSolutionResultRenderer(new FaceMeshResultGlRenderer());
glSurfaceView.setRenderInputImage(true);
facemesh.setResultListener(
faceMeshResult -> {
NormalizedLandmark noseLandmark =
result.multiFaceLandmarks().get(0).getLandmarkList().get(1);
Log.i(
TAG,
String.format(
"MediaPipe FaceMesh nose normalized coordinates (value range: [0, 1]): x=%f, y=%f",
noseLandmark.getX(), noseLandmark.getY()));
// Request GL rendering.
glSurfaceView.setRenderData(faceMeshResult);
glSurfaceView.requestRender();
});
ActivityResultLauncher<Intent> videoGetter =
registerForActivityResult(
new ActivityResultContracts.StartActivityForResult(),
result -> {
Intent resultIntent = result.getData();
if (resultIntent != null) {
if (result.getResultCode() == RESULT_OK) {
glSurfaceView.post(
() ->
videoInput.start(
this,
resultIntent.getData(),
facemesh.getGlContext(),
glSurfaceView.getWidth(),
glSurfaceView.getHeight()));
}
}
});
Intent gallery =
new Intent(Intent.ACTION_PICK, MediaStore.Video.Media.INTERNAL_CONTENT_URI);
videoGetter.launch(gallery);
```
## Example Apps
Please first see general instructions for