cassdlcm/mediapipe
1
0
Fork 0
Code Issues Pull Requests Packages Projects Releases Wiki Activity

Add drawConfidenceMask() to our public API

Browse Source 
PiperOrigin-RevId: 582647409
This commit is contained in:
Sebastian Schmidt 2023-11-15 06:10:05 -08:00 committed by Copybara-Service
parent e440a4da56
commit 47e217896c
7 changed files with 309 additions and 84 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

6
mediapipe/tasks/web/vision/core/BUILD
View File

@ -34,6 +34,7 @@ mediapipe_ts_library(
srcs = [
"drawing_utils.ts",
"drawing_utils_category_mask.ts",
"drawing_utils_confidence_mask.ts",
],
deps = [
":image",
@ -149,11 +150,6 @@ mediapipe_ts_library(
],
)
mediapipe_ts_library(
name = "render_utils",
srcs = ["render_utils.ts"],
)
jasmine_node_test(
name = "vision_task_runner_test",
deps = [":vision_task_runner_test_lib"],

94
mediapipe/tasks/web/vision/core/drawing_utils.test.ts
View File

@ -59,6 +59,100 @@ if (skip) {
drawingUtilsWebGL.close();
});
describe(
'drawConfidenceMask() blends background with foreground color', () => {
const foreground = new ImageData(
new Uint8ClampedArray(
[0, 0, 0, 255, 0, 0, 0, 255, 0, 0, 0, 255, 0, 0, 0, 255]),
WIDTH, HEIGHT);
const background = [255, 255, 255, 255];
const expectedResult = new Uint8Array([
255, 255, 255, 255, 178, 178, 178, 255, 102, 102, 102, 255, 0, 0, 0,
255
]);
it('on 2D canvas', () => {
const confidenceMask = new MPMask(
[new Float32Array([0.0, 0.3, 0.6, 1.0])],
/* ownsWebGLTexture= */ false, canvas2D, shaderContext, WIDTH,
HEIGHT);
drawingUtils2D.drawConfidenceMask(
confidenceMask, background, foreground);
const actualResult = context2D.getImageData(0, 0, WIDTH, HEIGHT).data;
expect(actualResult)
.toEqual(new Uint8ClampedArray(expectedResult.buffer));
});
it('on WebGL canvas', () => {
const confidenceMask = new MPMask(
[new Float32Array(
[0.6, 1.0, 0.0, 0.3])], // Note: Vertically flipped
/* ownsWebGLTexture= */ false, canvasWebGL, shaderContext, WIDTH,
HEIGHT);
drawingUtilsWebGL.drawConfidenceMask(
confidenceMask, background, foreground);
const actualResult = new Uint8Array(WIDTH * HEIGHT * 4);
contextWebGL.readPixels(
0, 0, WIDTH, HEIGHT, contextWebGL.RGBA,
contextWebGL.UNSIGNED_BYTE, actualResult);
expect(actualResult).toEqual(expectedResult);
});
});
describe(
'drawConfidenceMask() blends background with foreground image', () => {
const foreground = new ImageData(
new Uint8ClampedArray(
[0, 0, 0, 255, 0, 0, 0, 255, 0, 0, 0, 255, 0, 0, 0, 255]),
WIDTH, HEIGHT);
const background = new ImageData(
new Uint8ClampedArray([
255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
255, 255, 255
]),
WIDTH, HEIGHT);
const expectedResult = new Uint8Array([
255, 255, 255, 255, 178, 178, 178, 255, 102, 102, 102, 255, 0, 0, 0,
255
]);
it('on 2D canvas', () => {
const confidenceMask = new MPMask(
[new Float32Array([0.0, 0.3, 0.6, 1.0])],
/* ownsWebGLTexture= */ false, canvas2D, shaderContext, WIDTH,
HEIGHT);
drawingUtils2D.drawConfidenceMask(
confidenceMask, background, foreground);
const actualResult = context2D.getImageData(0, 0, WIDTH, HEIGHT).data;
expect(actualResult)
.toEqual(new Uint8ClampedArray(expectedResult.buffer));
});
it('on WebGL canvas', () => {
const confidenceMask = new MPMask(
[new Float32Array(
[0.6, 1.0, 0.0, 0.3])], // Note: Vertically flipped
/* ownsWebGLTexture= */ false, canvasWebGL, shaderContext, WIDTH,
HEIGHT);
drawingUtilsWebGL.drawConfidenceMask(
confidenceMask, background, foreground);
const actualResult = new Uint8Array(WIDTH * HEIGHT * 4);
contextWebGL.readPixels(
0, 0, WIDTH, HEIGHT, contextWebGL.RGBA,
contextWebGL.UNSIGNED_BYTE, actualResult);
expect(actualResult).toEqual(expectedResult);
});
});
describe('drawCategoryMask() ', () => {
const colors = [
[0, 0, 0, 255],

75
mediapipe/tasks/web/vision/core/drawing_utils.ts
View File

@ -17,6 +17,7 @@
import {BoundingBox} from '../../../../tasks/web/components/containers/bounding_box';
import {NormalizedLandmark} from '../../../../tasks/web/components/containers/landmark';
import {CategoryMaskShaderContext, CategoryToColorMap, RGBAColor} from '../../../../tasks/web/vision/core/drawing_utils_category_mask';
import {ConfidenceMaskShaderContext} from '../../../../tasks/web/vision/core/drawing_utils_confidence_mask';
import {MPImageShaderContext} from '../../../../tasks/web/vision/core/image_shader_context';
import {MPMask} from '../../../../tasks/web/vision/core/mask';
import {Connection} from '../../../../tasks/web/vision/core/types';
@ -115,6 +116,7 @@ export {RGBAColor, CategoryToColorMap};
/** Helper class to visualize the result of a MediaPipe Vision task. */
export class DrawingUtils {
private categoryMaskShaderContext?: CategoryMaskShaderContext;
private confidenceMaskShaderContext?: ConfidenceMaskShaderContext;
private convertToWebGLTextureShaderContext?: MPImageShaderContext;
private readonly context2d?: CanvasRenderingContext2D|
OffscreenCanvasRenderingContext2D;
@ -213,6 +215,13 @@ export class DrawingUtils {
return this.categoryMaskShaderContext;
}
private getConfidenceMaskShaderContext(): ConfidenceMaskShaderContext {
if (!this.confidenceMaskShaderContext) {
this.confidenceMaskShaderContext = new ConfidenceMaskShaderContext();
}
return this.confidenceMaskShaderContext;
}
/**
* Draws circles onto the provided landmarks.
*
@ -422,6 +431,70 @@ export class DrawingUtils {
callback(mask.getAsWebGLTexture());
}
}
/** Draws a confidence mask on a WebGL2RenderingContext2D. */
private drawConfidenceMaskWebGL(
maskTexture: WebGLTexture, defaultTexture: RGBAColor|ImageSource,
overlayTexture: RGBAColor|ImageSource): void {
const gl = this.getWebGLRenderingContext();
const shaderContext = this.getConfidenceMaskShaderContext();
const defaultImage = Array.isArray(defaultTexture) ?
new ImageData(new Uint8ClampedArray(defaultTexture), 1, 1) :
defaultTexture;
const overlayImage = Array.isArray(overlayTexture) ?
new ImageData(new Uint8ClampedArray(overlayTexture), 1, 1) :
overlayTexture;
shaderContext.run(gl, /* flipTexturesVertically= */ true, () => {
shaderContext.bindAndUploadTextures(
defaultImage, overlayImage, maskTexture);
gl.clearColor(0, 0, 0, 0);
gl.clear(gl.COLOR_BUFFER_BIT);
gl.drawArrays(gl.TRIANGLE_FAN, 0, 4);
gl.bindTexture(gl.TEXTURE_2D, null);
shaderContext.unbindTextures();
});
}
/** Draws a confidence mask on a CanvasRenderingContext2D. */
private drawConfidenceMask2D(
mask: MPMask, defaultTexture: RGBAColor|ImageSource,
overlayTexture: RGBAColor|ImageSource): void {
// Use the WebGL renderer to draw result on our internal canvas.
const gl = this.getWebGLRenderingContext();
this.runWithWebGLTexture(mask, texture => {
this.drawConfidenceMaskWebGL(texture, defaultTexture, overlayTexture);
// Draw the result on the user canvas.
const ctx = this.getCanvasRenderingContext();
ctx.drawImage(gl.canvas, 0, 0, ctx.canvas.width, ctx.canvas.height);
});
}
/**
* Blends two images using the provided confidence mask.
*
* If you are using an `ImageData` or `HTMLImageElement` as your data source
* and drawing the result onto a `WebGL2RenderingContext`, this method uploads
* the image data to the GPU. For still image input that gets re-used every
* frame, you can reduce the cost of re-uploading these images by passing a
* `HTMLCanvasElement` instead.
*
* @param mask A confidence mask that was returned from a segmentation task.
* @param defaultTexture An image or a four-channel color that will be used
* when confidence values are low.
* @param overlayTexture An image or four-channel color that will be used when
* confidence values are high.
*/
drawConfidenceMask(
mask: MPMask, defaultTexture: RGBAColor|ImageSource,
overlayTexture: RGBAColor|ImageSource): void {
if (this.context2d) {
this.drawConfidenceMask2D(mask, defaultTexture, overlayTexture);
} else {
this.drawConfidenceMaskWebGL(
mask.getAsWebGLTexture(), defaultTexture, overlayTexture);
}
}
/**
* Frees all WebGL resources held by this class.
* @export
@ -429,6 +502,8 @@ export class DrawingUtils {
close(): void {
this.categoryMaskShaderContext?.close();
this.categoryMaskShaderContext = undefined;
this.confidenceMaskShaderContext?.close();
this.confidenceMaskShaderContext = undefined;
this.convertToWebGLTextureShaderContext?.close();
this.convertToWebGLTextureShaderContext = undefined;
}

125
mediapipe/tasks/web/vision/core/drawing_utils_confidence_mask.ts Normal file
View File

@ -0,0 +1,125 @@
/**
* Copyright 2023 The MediaPipe Authors.
*
* 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 {assertNotNull, MPImageShaderContext} from '../../../../tasks/web/vision/core/image_shader_context';
import {ImageSource} from '../../../../web/graph_runner/graph_runner';
/**
* A fragment shader that blends a default image and overlay texture based on an
* input texture that contains confidence values.
*/
const FRAGMENT_SHADER = `
precision mediump float;
uniform sampler2D maskTexture;
uniform sampler2D defaultTexture;
uniform sampler2D overlayTexture;
varying vec2 vTex;
void main() {
float confidence = texture2D(maskTexture, vTex).r;
vec4 defaultColor = texture2D(defaultTexture, vTex);
vec4 overlayColor = texture2D(overlayTexture, vTex);
// Apply the alpha from the overlay and merge in the default color
overlayColor = mix(defaultColor, overlayColor, overlayColor.a);
gl_FragColor = mix(defaultColor, overlayColor, confidence);
}
`;
/** A drawing util class for confidence masks. */
export class ConfidenceMaskShaderContext extends MPImageShaderContext {
defaultTexture?: WebGLTexture;
overlayTexture?: WebGLTexture;
defaultTextureUniform?: WebGLUniformLocation;
overlayTextureUniform?: WebGLUniformLocation;
maskTextureUniform?: WebGLUniformLocation;
protected override getFragmentShader(): string {
return FRAGMENT_SHADER;
}
protected override setupTextures(): void {
const gl = this.gl!;
gl.activeTexture(gl.TEXTURE0);
this.defaultTexture = this.createTexture(gl);
gl.activeTexture(gl.TEXTURE1);
this.overlayTexture = this.createTexture(gl);
}
protected override setupShaders(): void {
super.setupShaders();
const gl = this.gl!;
this.defaultTextureUniform = assertNotNull(
gl.getUniformLocation(this.program!, 'defaultTexture'),
'Uniform location');
this.overlayTextureUniform = assertNotNull(
gl.getUniformLocation(this.program!, 'overlayTexture'),
'Uniform location');
this.maskTextureUniform = assertNotNull(
gl.getUniformLocation(this.program!, 'maskTexture'),
'Uniform location');
}
protected override configureUniforms(): void {
super.configureUniforms();
const gl = this.gl!;
gl.uniform1i(this.defaultTextureUniform!, 0);
gl.uniform1i(this.overlayTextureUniform!, 1);
gl.uniform1i(this.maskTextureUniform!, 2);
}
bindAndUploadTextures(
defaultImage: ImageSource, overlayImage: ImageSource,
confidenceMask: WebGLTexture) {
// TODO: We should avoid uploading textures from CPU to GPU
// if the textures haven't changed. This can lead to drastic performance
// slowdowns (~50ms per frame). Users can reduce the penalty by passing a
// canvas object instead of ImageData/HTMLImageElement.
const gl = this.gl!;
gl.activeTexture(gl.TEXTURE0);
gl.bindTexture(gl.TEXTURE_2D, this.defaultTexture!);
gl.texImage2D(
gl.TEXTURE_2D, 0, gl.RGBA, gl.RGBA, gl.UNSIGNED_BYTE, defaultImage);
gl.activeTexture(gl.TEXTURE1);
gl.bindTexture(gl.TEXTURE_2D, this.overlayTexture!);
gl.texImage2D(
gl.TEXTURE_2D, 0, gl.RGBA, gl.RGBA, gl.UNSIGNED_BYTE, overlayImage);
gl.activeTexture(gl.TEXTURE2);
gl.bindTexture(gl.TEXTURE_2D, confidenceMask);
}
unbindTextures() {
const gl = this.gl!;
gl.activeTexture(gl.TEXTURE0);
gl.bindTexture(gl.TEXTURE_2D, null);
gl.activeTexture(gl.TEXTURE1);
gl.bindTexture(gl.TEXTURE_2D, null);
gl.activeTexture(gl.TEXTURE2);
gl.bindTexture(gl.TEXTURE_2D, null);
}
override close(): void {
if (this.defaultTexture) {
this.gl!.deleteTexture(this.defaultTexture);
}
if (this.overlayTexture) {
this.gl!.deleteTexture(this.overlayTexture);
}
super.close();
}
}

31
mediapipe/tasks/web/vision/core/image.ts
View File

@ -198,10 +198,8 @@ export class MPImage {
// Create a new texture and use it to back a framebuffer
gl.activeTexture(gl.TEXTURE1);
destinationContainer =
assertNotNull(gl.createTexture(), 'Failed to create texture');
destinationContainer = shaderContext.createTexture(gl);
gl.bindTexture(gl.TEXTURE_2D, destinationContainer);
this.configureTextureParams();
gl.texImage2D(
gl.TEXTURE_2D, 0, gl.RGBA, this.width, this.height, 0, gl.RGBA,
gl.UNSIGNED_BYTE, null);
@ -252,7 +250,7 @@ export class MPImage {
}
if (!this.gl) {
this.gl = assertNotNull(
this.canvas.getContext('webgl2') as WebGL2RenderingContext | null,
this.canvas.getContext('webgl2'),
'You cannot use a canvas that is already bound to a different ' +
'type of rendering context.');
}
@ -317,20 +315,6 @@ export class MPImage {
return webGLTexture;
}
/** Sets texture params for the currently bound texture. */
private configureTextureParams() {
const gl = this.getGL();
// `gl.LINEAR` might break rendering for some textures, but it allows us to
// do smooth resizing. Ideally, this would be user-configurable, but for now
// we hard-code the value here to `gl.LINEAR` (versus `gl.NEAREST` for
// `MPMask` where we do not want to interpolate mask values, especially for
// category masks).
gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);
gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);
gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.LINEAR);
gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.LINEAR);
}
/**
* Binds the backing texture to the canvas. If the texture does not yet
* exist, creates it first.
@ -343,16 +327,13 @@ export class MPImage {
let webGLTexture = this.getContainer(MPImageType.WEBGL_TEXTURE);
if (!webGLTexture) {
webGLTexture =
assertNotNull(gl.createTexture(), 'Failed to create texture');
const shaderContext = this.getShaderContext();
webGLTexture = shaderContext.createTexture(gl);
this.containers.push(webGLTexture);
this.ownsWebGLTexture = true;
gl.bindTexture(gl.TEXTURE_2D, webGLTexture);
this.configureTextureParams();
} else {
gl.bindTexture(gl.TEXTURE_2D, webGLTexture);
}
gl.bindTexture(gl.TEXTURE_2D, webGLTexture);
return webGLTexture;
}

31
mediapipe/tasks/web/vision/core/mask.ts
View File

@ -215,10 +215,8 @@ export class MPMask {
// Create a new texture and use it to back a framebuffer
gl.activeTexture(gl.TEXTURE1);
destinationContainer =
assertNotNull(gl.createTexture(), 'Failed to create texture');
destinationContainer = shaderContext.createTexture(gl, gl.NEAREST);
gl.bindTexture(gl.TEXTURE_2D, destinationContainer);
this.configureTextureParams();
const format = this.getTexImage2DFormat();
gl.texImage2D(
gl.TEXTURE_2D, 0, format, this.width, this.height, 0, gl.RED,
@ -339,19 +337,6 @@ export class MPMask {
return webGLTexture;
}
/** Sets texture params for the currently bound texture. */
private configureTextureParams() {
const gl = this.getGL();
// `gl.NEAREST` ensures that we do not get interpolated values for
// masks. In some cases, the user might want interpolation (e.g. for
// confidence masks), so we might want to make this user-configurable.
// Note that `MPImage` uses `gl.LINEAR`.
gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);
gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);
gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.NEAREST);
gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.NEAREST);
}
/**
* Binds the backing texture to the canvas. If the texture does not yet
* exist, creates it first.
@ -364,17 +349,17 @@ export class MPMask {
let webGLTexture = this.getContainer(MPMaskType.WEBGL_TEXTURE);
if (!webGLTexture) {
webGLTexture =
assertNotNull(gl.createTexture(), 'Failed to create texture');
const shaderContext = this.getShaderContext();
// `gl.NEAREST` ensures that we do not get interpolated values for
// masks. In some cases, the user might want interpolation (e.g. for
// confidence masks), so we might want to make this user-configurable.
// Note that `MPImage` uses `gl.LINEAR`.
webGLTexture = shaderContext.createTexture(gl, gl.NEAREST);
this.containers.push(webGLTexture);
this.ownsWebGLTexture = true;
gl.bindTexture(gl.TEXTURE_2D, webGLTexture);
this.configureTextureParams();
} else {
gl.bindTexture(gl.TEXTURE_2D, webGLTexture);
}
gl.bindTexture(gl.TEXTURE_2D, webGLTexture);
return webGLTexture;
}

31
mediapipe/tasks/web/vision/core/render_utils.ts
View File

@ -1,31 +0,0 @@
/** @fileoverview Utility functions used in the vision demos. */
/**
* Copyright 2023 The MediaPipe Authors.
*
* 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.
*/
/** Helper function to draw a confidence mask */
export function drawConfidenceMask(
ctx: CanvasRenderingContext2D, image: Float32Array, width: number,
height: number): void {
const uint8Array = new Uint8ClampedArray(width * height * 4);
for (let i = 0; i < image.length; i++) {
uint8Array[4 * i] = 128;
uint8Array[4 * i + 1] = 0;
uint8Array[4 * i + 2] = 0;
uint8Array[4 * i + 3] = image[i] * 255;
}
ctx.putImageData(new ImageData(uint8Array, width, height), 0, 0);
}