Extract shared types to create and test landmarks

PiperOrigin-RevId: 525568412

mediapipe/tasks/web/components/processors/BUILD

@@ -125,3 +125,27 @@ jasmine_node_test(
     name = "embedder_options_test",
     deps = [":embedder_options_test_lib"],
 )
+
+mediapipe_ts_library(
+    name = "landmark_result",
+    srcs = [
+        "landmark_result.ts",
+        "landmark_result_test_lib.ts",
+    ],
+    deps = [
+        "//mediapipe/framework/formats:landmark_jspb_proto",
+        "//mediapipe/tasks/web/components/containers:landmark",
+    ],
+)
+
+mediapipe_ts_library(
+    name = "landmark_result_test_lib",
+    testonly = True,
+    srcs = ["landmark_result.test.ts"],
+    deps = [":landmark_result"],
+)
+
+jasmine_node_test(
+    name = "landmark_result_test",
+    deps = [":landmark_result_test_lib"],
+)

mediapipe/tasks/web/components/processors/landmark_result.test.ts

@@ -0,0 +1,52 @@
+/**
+ * Copyright 2023 The MediaPipe Authors. All Rights Reserved.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+import 'jasmine';
+
+import {convertToLandmarks, convertToWorldLandmarks} from '../../../../tasks/web/components/processors/landmark_result';
+import {createLandmarks, createWorldLandmarks} from '../../../../tasks/web/components/processors/landmark_result_test_lib';
+
+
+// The OSS JS API does not support the builder pattern.
+// tslint:disable:jspb-use-builder-pattern
+
+describe('convertToLandmarks()', () => {
+  it('transforms custom values', () => {
+    const landmarkListProto = createLandmarks(0.1, 0.2, 0.3);
+    const result = convertToLandmarks(landmarkListProto);
+    expect(result).toEqual([{x: 0.1, y: 0.2, z: 0.3}]);
+  });
+
+  it('transforms default values', () => {
+    const landmarkListProto = createLandmarks();
+    const result = convertToLandmarks(landmarkListProto);
+    expect(result).toEqual([{x: 0, y: 0, z: 0}]);
+  });
+});
+
+describe('convertToWorldLandmarks()', () => {
+  it('transforms custom values', () => {
+    const worldLandmarkListProto = createWorldLandmarks(10, 20, 30);
+    const result = convertToWorldLandmarks(worldLandmarkListProto);
+    expect(result).toEqual([{x: 10, y: 20, z: 30}]);
+  });
+
+  it('transforms default values', () => {
+    const worldLandmarkListProto = createWorldLandmarks();
+    const result = convertToWorldLandmarks(worldLandmarkListProto);
+    expect(result).toEqual([{x: 0, y: 0, z: 0}]);
+  });
+});

mediapipe/tasks/web/components/processors/landmark_result.ts

@@ -0,0 +1,45 @@
+/**
+ * Copyright 2023 The MediaPipe Authors. All Rights Reserved.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+import {LandmarkList as LandmarkListProto, NormalizedLandmarkList as NormalizedLandmarkListProto} from '../../../../framework/formats/landmark_pb';
+import {Landmark, NormalizedLandmark} from '../../../../tasks/web/components/containers/landmark';
+
+/** Converts raw data into a landmark. */
+export function convertToLandmarks(proto: NormalizedLandmarkListProto):
+    NormalizedLandmark[] {
+  const landmarks: NormalizedLandmark[] = [];
+  for (const landmark of proto.getLandmarkList()) {
+    landmarks.push({
+      x: landmark.getX() ?? 0,
+      y: landmark.getY() ?? 0,
+      z: landmark.getZ() ?? 0,
+    });
+  }
+  return landmarks;
+}
+
+/** Converts raw data into a world landmark. */
+export function convertToWorldLandmarks(proto: LandmarkListProto): Landmark[] {
+  const worldLandmarks: Landmark[] = [];
+  for (const worldLandmark of proto.getLandmarkList()) {
+    worldLandmarks.push({
+      x: worldLandmark.getX() ?? 0,
+      y: worldLandmark.getY() ?? 0,
+      z: worldLandmark.getZ() ?? 0,
+    });
+  }
+  return worldLandmarks;
+}

mediapipe/tasks/web/components/processors/landmark_result_test_lib.ts

@@ -0,0 +1,44 @@
+/**
+ * Copyright 2023 The MediaPipe Authors. All Rights Reserved.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+import {Landmark as LandmarkProto, LandmarkList as LandmarkListProto, NormalizedLandmark as NormalizedLandmarkProto, NormalizedLandmarkList as NormalizedLandmarkListProto} from '../../../../framework/formats/landmark_pb';
+
+// The OSS JS API does not support the builder pattern.
+// tslint:disable:jspb-use-builder-pattern
+
+/** Creates a normalized landmark list with one entrry. */
+export function createLandmarks(
+    x?: number, y?: number, z?: number): NormalizedLandmarkListProto {
+  const landmarksProto = new NormalizedLandmarkListProto();
+  const landmark = new NormalizedLandmarkProto();
+  if (x !== undefined) landmark.setX(x);
+  if (y !== undefined) landmark.setY(y);
+  if (z !== undefined) landmark.setZ(z);
+  landmarksProto.addLandmark(landmark);
+  return landmarksProto;
+}
+
+/** Creates a world landmark list with one entry. */
+export function createWorldLandmarks(
+    x?: number, y?: number, z?: number): LandmarkListProto {
+  const worldLandmarksProto = new LandmarkListProto();
+  const landmark = new LandmarkProto();
+  if (x !== undefined) landmark.setX(x);
+  if (y !== undefined) landmark.setY(y);
+  if (z !== undefined) landmark.setZ(z);
+  worldLandmarksProto.addLandmark(landmark);
+  return worldLandmarksProto;
+}

mediapipe/tasks/web/vision/face_landmarker/BUILD

@@ -31,6 +31,7 @@ mediapipe_ts_library(
         "//mediapipe/tasks/web/components/containers:landmark",
         "//mediapipe/tasks/web/components/containers:matrix",
         "//mediapipe/tasks/web/components/processors:classifier_result",
+        "//mediapipe/tasks/web/components/processors:landmark_result",
         "//mediapipe/tasks/web/core",
         "//mediapipe/tasks/web/vision/core:image_processing_options",
         "//mediapipe/tasks/web/vision/core:vision_task_runner",
@@ -73,9 +74,9 @@ mediapipe_ts_library(
         ":face_landmarker_types",
         "//mediapipe/framework:calculator_jspb_proto",
         "//mediapipe/framework/formats:classification_jspb_proto",
-        "//mediapipe/framework/formats:landmark_jspb_proto",
         "//mediapipe/framework/formats:matrix_data_jspb_proto",
         "//mediapipe/tasks/cc/vision/face_geometry/proto:face_geometry_jspb_proto",
+        "//mediapipe/tasks/web/components/processors:landmark_result",
         "//mediapipe/tasks/web/core",
         "//mediapipe/tasks/web/core:task_runner_test_utils",
         "//mediapipe/tasks/web/vision/core:vision_task_runner",

mediapipe/tasks/web/vision/face_landmarker/face_landmarker.ts

@@ -23,8 +23,8 @@ import {FaceDetectorGraphOptions} from '../../../../tasks/cc/vision/face_detecto
 import {FaceGeometry as FaceGeometryProto} from '../../../../tasks/cc/vision/face_geometry/proto/face_geometry_pb';
 import {FaceLandmarkerGraphOptions} from '../../../../tasks/cc/vision/face_landmarker/proto/face_landmarker_graph_options_pb';
 import {FaceLandmarksDetectorGraphOptions} from '../../../../tasks/cc/vision/face_landmarker/proto/face_landmarks_detector_graph_options_pb';
-import {NormalizedLandmark} from '../../../../tasks/web/components/containers/landmark';
 import {convertFromClassifications} from '../../../../tasks/web/components/processors/classifier_result';
+import {convertToLandmarks} from '../../../../tasks/web/components/processors/landmark_result';
 import {WasmFileset} from '../../../../tasks/web/core/wasm_fileset';
 import {ImageProcessingOptions} from '../../../../tasks/web/vision/core/image_processing_options';
 import {VisionGraphRunner, VisionTaskRunner} from '../../../../tasks/web/vision/core/vision_task_runner';
@@ -243,15 +243,7 @@ export class FaceLandmarker extends VisionTaskRunner {
     for (const binaryProto of data) {
       const faceLandmarksProto =
           NormalizedLandmarkListProto.deserializeBinary(binaryProto);
-      const landmarks: NormalizedLandmark[] = [];
+      this.result.faceLandmarks.push(convertToLandmarks(faceLandmarksProto));
-      for (const faceLandmarkProto of faceLandmarksProto.getLandmarkList()) {
-        landmarks.push({
-          x: faceLandmarkProto.getX() ?? 0,
-          y: faceLandmarkProto.getY() ?? 0,
-          z: faceLandmarkProto.getZ() ?? 0,
-        });
-      }
-      this.result.faceLandmarks.push(landmarks);
     }
   }
 

mediapipe/tasks/web/vision/face_landmarker/face_landmarker_test.ts

@@ -17,9 +17,9 @@ import 'jasmine';
 
 import {CalculatorGraphConfig} from '../../../../framework/calculator_pb';
 import {Classification, ClassificationList} from '../../../../framework/formats/classification_pb';
-import {NormalizedLandmark, NormalizedLandmarkList} from '../../../../framework/formats/landmark_pb';
 import {MatrixData as MatrixDataProto} from '../../../../framework/formats/matrix_data_pb';
 import {FaceGeometry as FaceGeometryProto} from '../../../../tasks/cc/vision/face_geometry/proto/face_geometry_pb';
+import {createLandmarks} from '../../../../tasks/web/components/processors/landmark_result_test_lib';
 import {addJasmineCustomFloatEqualityTester, createSpyWasmModule, MediapipeTasksFake, SpyWasmModule, verifyGraph, verifyListenersRegistered} from '../../../../tasks/web/core/task_runner_test_utils';
 import {VisionGraphRunner} from '../../../../tasks/web/vision/core/vision_task_runner';
 
@@ -31,7 +31,7 @@ import {FaceLandmarkerOptions} from './face_landmarker_options';
 
 type ProtoListener = ((binaryProtos: Uint8Array[], timestamp: number) => void);
 
-function createBlendshapes(): Uint8Array[] {
+function createBlendshapes(): ClassificationList {
   const blendshapesProto = new ClassificationList();
   const classification = new Classification();
   classification.setScore(0.1);
@@ -39,27 +39,17 @@ function createBlendshapes(): Uint8Array[] {
   classification.setLabel('face_label');
   classification.setDisplayName('face_display_name');
   blendshapesProto.addClassification(classification);
-  return [blendshapesProto.serializeBinary()];
+  return blendshapesProto;
 }
 
-function createFacialTransformationMatrixes(): Uint8Array[] {
+function createFacialTransformationMatrixes(): FaceGeometryProto {
   const faceGeometryProto = new FaceGeometryProto();
   const posteTransformationMatrix = new MatrixDataProto();
   posteTransformationMatrix.setRows(1);
   posteTransformationMatrix.setCols(1);
   posteTransformationMatrix.setPackedDataList([1.0]);
   faceGeometryProto.setPoseTransformMatrix(posteTransformationMatrix);
-  return [faceGeometryProto.serializeBinary()];
+  return faceGeometryProto;
-}
-
-function createLandmarks(): Uint8Array[] {
-  const faceLandmarksProto = new NormalizedLandmarkList();
-  const landmark = new NormalizedLandmark();
-  landmark.setX(0.3);
-  landmark.setY(0.4);
-  landmark.setZ(0.5);
-  faceLandmarksProto.addLandmark(landmark);
-  return [faceLandmarksProto.serializeBinary()];
 }
 
 class FaceLandmarkerFake extends FaceLandmarker implements MediapipeTasksFake {
@@ -243,13 +233,17 @@ describe('FaceLandmarker', () => {
   });
 
   it('transforms results', async () => {
+    const landmarksProto = [createLandmarks().serializeBinary()];
+    const blendshapesProto = [createBlendshapes().serializeBinary()];
+    const faceGeometryProto =
+        [createFacialTransformationMatrixes().serializeBinary()];
+
     // Pass the test data to our listener
     faceLandmarker.fakeWasmModule._waitUntilIdle.and.callFake(() => {
       verifyListenersRegistered(faceLandmarker);
-      faceLandmarker.listeners.get('face_landmarks')!(createLandmarks(), 1337);
+      faceLandmarker.listeners.get('face_landmarks')!(landmarksProto, 1337);
-      faceLandmarker.listeners.get('blendshapes')!(createBlendshapes(), 1337);
+      faceLandmarker.listeners.get('blendshapes')!(blendshapesProto, 1337);
-      faceLandmarker.listeners.get('face_geometry')!
+      faceLandmarker.listeners.get('face_geometry')!(faceGeometryProto, 1337);
-          (createFacialTransformationMatrixes(), 1337);
     });
 
     await faceLandmarker.setOptions({
@@ -266,7 +260,7 @@ describe('FaceLandmarker', () => {
     expect(faceLandmarker.fakeWasmModule._waitUntilIdle).toHaveBeenCalled();
 
     expect(landmarks).toEqual({
-      faceLandmarks: [[{x: 0.3, y: 0.4, z: 0.5}]],
+      faceLandmarks: [[{x: 0, y: 0, z: 0}]],
       faceBlendshapes: [{
         categories: [{
           index: 1,
@@ -282,12 +276,16 @@ describe('FaceLandmarker', () => {
   });
 
   it('clears results between invoations', async () => {
+    const landmarksProto = [createLandmarks().serializeBinary()];
+    const blendshapesProto = [createBlendshapes().serializeBinary()];
+    const faceGeometryProto =
+        [createFacialTransformationMatrixes().serializeBinary()];
+
     // Pass the test data to our listener
     faceLandmarker.fakeWasmModule._waitUntilIdle.and.callFake(() => {
-      faceLandmarker.listeners.get('face_landmarks')!(createLandmarks(), 1337);
+      faceLandmarker.listeners.get('face_landmarks')!(landmarksProto, 1337);
-      faceLandmarker.listeners.get('blendshapes')!(createBlendshapes(), 1337);
+      faceLandmarker.listeners.get('blendshapes')!(blendshapesProto, 1337);
-      faceLandmarker.listeners.get('face_geometry')!
+      faceLandmarker.listeners.get('face_geometry')!(faceGeometryProto, 1337);
-          (createFacialTransformationMatrixes(), 1337);
     });
 
     await faceLandmarker.setOptions({

mediapipe/tasks/web/vision/hand_landmarker/BUILD

@@ -27,6 +27,7 @@ mediapipe_ts_library(
         "//mediapipe/tasks/cc/vision/hand_landmarker/proto:hand_landmarks_detector_graph_options_jspb_proto",
         "//mediapipe/tasks/web/components/containers:category",
         "//mediapipe/tasks/web/components/containers:landmark",
+        "//mediapipe/tasks/web/components/processors:landmark_result",
         "//mediapipe/tasks/web/core",
         "//mediapipe/tasks/web/vision/core:image_processing_options",
         "//mediapipe/tasks/web/vision/core:vision_task_runner",
@@ -61,7 +62,7 @@ mediapipe_ts_library(
         ":hand_landmarker_types",
         "//mediapipe/framework:calculator_jspb_proto",
         "//mediapipe/framework/formats:classification_jspb_proto",
-        "//mediapipe/framework/formats:landmark_jspb_proto",
+        "//mediapipe/tasks/web/components/processors:landmark_result",
         "//mediapipe/tasks/web/core",
         "//mediapipe/tasks/web/core:task_runner_test_utils",
         "//mediapipe/tasks/web/vision/core:vision_task_runner",

mediapipe/tasks/web/vision/hand_landmarker/hand_landmarker.ts

@@ -24,6 +24,7 @@ import {HandLandmarkerGraphOptions} from '../../../../tasks/cc/vision/hand_landm
 import {HandLandmarksDetectorGraphOptions} from '../../../../tasks/cc/vision/hand_landmarker/proto/hand_landmarks_detector_graph_options_pb';
 import {Category} from '../../../../tasks/web/components/containers/category';
 import {Landmark, NormalizedLandmark} from '../../../../tasks/web/components/containers/landmark';
+import {convertToLandmarks, convertToWorldLandmarks} from '../../../../tasks/web/components/processors/landmark_result';
 import {WasmFileset} from '../../../../tasks/web/core/wasm_fileset';
 import {ImageProcessingOptions} from '../../../../tasks/web/vision/core/image_processing_options';
 import {VisionGraphRunner, VisionTaskRunner} from '../../../../tasks/web/vision/core/vision_task_runner';
@@ -259,15 +260,7 @@ export class HandLandmarker extends VisionTaskRunner {
     for (const binaryProto of data) {
       const handLandmarksProto =
           NormalizedLandmarkList.deserializeBinary(binaryProto);
-      const landmarks: NormalizedLandmark[] = [];
+      this.landmarks.push(convertToLandmarks(handLandmarksProto));
-      for (const handLandmarkProto of handLandmarksProto.getLandmarkList()) {
-        landmarks.push({
-          x: handLandmarkProto.getX() ?? 0,
-          y: handLandmarkProto.getY() ?? 0,
-          z: handLandmarkProto.getZ() ?? 0,
-        });
-      }
-      this.landmarks.push(landmarks);
     }
   }
 
@@ -279,16 +272,8 @@ export class HandLandmarker extends VisionTaskRunner {
     for (const binaryProto of data) {
       const handWorldLandmarksProto =
           LandmarkList.deserializeBinary(binaryProto);
-      const worldLandmarks: Landmark[] = [];
+      this.worldLandmarks.push(
-      for (const handWorldLandmarkProto of
+          convertToWorldLandmarks(handWorldLandmarksProto));
-               handWorldLandmarksProto.getLandmarkList()) {
-        worldLandmarks.push({
-          x: handWorldLandmarkProto.getX() ?? 0,
-          y: handWorldLandmarkProto.getY() ?? 0,
-          z: handWorldLandmarkProto.getZ() ?? 0,
-        });
-      }
-      this.worldLandmarks.push(worldLandmarks);
     }
   }
 

mediapipe/tasks/web/vision/hand_landmarker/hand_landmarker_result.d.ts

@@ -26,7 +26,7 @@ export declare interface HandLandmarkerResult {
   /** Hand landmarks of detected hands. */
   landmarks: NormalizedLandmark[][];
 
-  /** Hand landmarks in world coordniates of detected hands. */
+  /** Hand landmarks in world coordinates of detected hands. */
   worldLandmarks: Landmark[][];
 
   /** Handedness of detected hands. */

mediapipe/tasks/web/vision/hand_landmarker/hand_landmarker_test.ts

@@ -17,7 +17,7 @@ import 'jasmine';
 
 import {CalculatorGraphConfig} from '../../../../framework/calculator_pb';
 import {Classification, ClassificationList} from '../../../../framework/formats/classification_pb';
-import {Landmark, LandmarkList, NormalizedLandmark, NormalizedLandmarkList} from '../../../../framework/formats/landmark_pb';
+import {createLandmarks, createWorldLandmarks} from '../../../../tasks/web/components/processors/landmark_result_test_lib';
 import {addJasmineCustomFloatEqualityTester, createSpyWasmModule, MediapipeTasksFake, SpyWasmModule, verifyGraph, verifyListenersRegistered} from '../../../../tasks/web/core/task_runner_test_utils';
 import {VisionGraphRunner} from '../../../../tasks/web/vision/core/vision_task_runner';
 
@@ -30,7 +30,7 @@ import {HandLandmarkerOptions} from './hand_landmarker_options';
 
 type ProtoListener = ((binaryProtos: Uint8Array[], timestamp: number) => void);
 
-function createHandednesses(): Uint8Array[] {
+function createHandednesses(): ClassificationList {
   const handsProto = new ClassificationList();
   const classification = new Classification();
   classification.setScore(0.1);
@@ -38,27 +38,7 @@ function createHandednesses(): Uint8Array[] {
   classification.setLabel('handedness_label');
   classification.setDisplayName('handedness_display_name');
   handsProto.addClassification(classification);
-  return [handsProto.serializeBinary()];
+  return handsProto;
-}
-
-function createLandmarks(): Uint8Array[] {
-  const handLandmarksProto = new NormalizedLandmarkList();
-  const landmark = new NormalizedLandmark();
-  landmark.setX(0.3);
-  landmark.setY(0.4);
-  landmark.setZ(0.5);
-  handLandmarksProto.addLandmark(landmark);
-  return [handLandmarksProto.serializeBinary()];
-}
-
-function createWorldLandmarks(): Uint8Array[] {
-  const handLandmarksProto = new LandmarkList();
-  const landmark = new Landmark();
-  landmark.setX(21);
-  landmark.setY(22);
-  landmark.setZ(23);
-  handLandmarksProto.addLandmark(landmark);
-  return [handLandmarksProto.serializeBinary()];
 }
 
 class HandLandmarkerFake extends HandLandmarker implements MediapipeTasksFake {
@@ -212,13 +192,17 @@ describe('HandLandmarker', () => {
   });
 
   it('transforms results', async () => {
+    const landmarksProto = [createLandmarks().serializeBinary()];
+    const worldLandmarksProto = [createWorldLandmarks().serializeBinary()];
+    const handednessProto = [createHandednesses().serializeBinary()];
+
     // Pass the test data to our listener
     handLandmarker.fakeWasmModule._waitUntilIdle.and.callFake(() => {
       verifyListenersRegistered(handLandmarker);
-      handLandmarker.listeners.get('hand_landmarks')!(createLandmarks(), 1337);
+      handLandmarker.listeners.get('hand_landmarks')!(landmarksProto, 1337);
       handLandmarker.listeners.get('world_hand_landmarks')!
-          (createWorldLandmarks(), 1337);
+          (worldLandmarksProto, 1337);
-      handLandmarker.listeners.get('handedness')!(createHandednesses(), 1337);
+      handLandmarker.listeners.get('handedness')!(handednessProto, 1337);
     });
 
     // Invoke the hand landmarker
@@ -230,8 +214,8 @@ describe('HandLandmarker', () => {
     expect(handLandmarker.fakeWasmModule._waitUntilIdle).toHaveBeenCalled();
 
     expect(landmarks).toEqual({
-      'landmarks': [[{'x': 0.3, 'y': 0.4, 'z': 0.5}]],
+      'landmarks': [[{'x': 0, 'y': 0, 'z': 0}]],
-      'worldLandmarks': [[{'x': 21, 'y': 22, 'z': 23}]],
+      'worldLandmarks': [[{'x': 0, 'y': 0, 'z': 0}]],
       'handednesses': [[{
         'score': 0.1,
         'index': 1,
@@ -242,12 +226,16 @@ describe('HandLandmarker', () => {
   });
 
   it('clears results between invoations', async () => {
+    const landmarks = [createLandmarks().serializeBinary()];
+    const worldLandmarks = [createWorldLandmarks().serializeBinary()];
+    const handedness = [createHandednesses().serializeBinary()];
+
     // Pass the test data to our listener
     handLandmarker.fakeWasmModule._waitUntilIdle.and.callFake(() => {
-      handLandmarker.listeners.get('hand_landmarks')!(createLandmarks(), 1337);
+      handLandmarker.listeners.get('hand_landmarks')!(landmarks, 1337);
       handLandmarker.listeners.get('world_hand_landmarks')!
-          (createWorldLandmarks(), 1337);
+          (worldLandmarks, 1337);
-      handLandmarker.listeners.get('handedness')!(createHandednesses(), 1337);
+      handLandmarker.listeners.get('handedness')!(handedness, 1337);
     });
 
     // Invoke the hand landmarker twice