[mirotalksfu] - #194 - Optimize video frame processing to reduce CPU usage

هذا الالتزام موجود في:
Miroslav Pejic
2025-02-20 21:57:43 +01:00
الأصل eaca471f1a
التزام 1d53dc5670
6 ملفات معدلة مع 47 إضافات و13 حذوفات

عرض الملف

@@ -23,6 +23,8 @@ class VirtualBackground {
this.currentGifFrame = null;
this.gifCanvas = null;
this.gifContext = null;
this.frameCounter = 0;
this.lastSegmentationMask = null;
}
async initializeSegmentation() {
@@ -34,7 +36,12 @@ class VirtualBackground {
locateFile: (file) => `https://cdn.jsdelivr.net/npm/@mediapipe/selfie_segmentation/${file}`,
});
this.segmentation.setOptions({ modelSelection: 1 });
this.segmentation.setOptions({
modelSelection: 1, // Higher accuracy
runningMode: 'video', // Smoother segmentation for streaming
smoothSegmentation: true, // Enables smoother edges
});
this.segmentation.onResults(this.handleSegmentationResults.bind(this));
await this.segmentation.initialize();
@@ -47,9 +54,12 @@ class VirtualBackground {
}
handleSegmentationResults(results) {
// Handle the segmentation results by processing the next frame
if (!results?.segmentationMask) return;
this.lastSegmentationMask = results.segmentationMask; // Store mask for skipped frames
const pending = this.pendingFrames.shift();
if (!pending || !results?.segmentationMask) return;
if (!pending || !pending.shouldProcess) return;
const { videoFrame, controller, imageBitmap, maskHandler } = pending;
this.processFrame(videoFrame, controller, imageBitmap, maskHandler, results.segmentationMask);
@@ -112,11 +122,35 @@ class VirtualBackground {
return;
}
// Queue the frame for segmentation processing
this.pendingFrames.push({ videoFrame, controller, imageBitmap, maskHandler });
if (this.frameCounter % 3 === 0) {
// Process only every 3rd frame
this.pendingFrames.push({
videoFrame,
controller,
imageBitmap,
maskHandler,
shouldProcess: true, // Mark frame for processing
});
// Send the image to the segmentation model for processing
await this.segmentation.send({ image: imageBitmap });
// Send the image to the segmentation model
await this.segmentation.send({ image: imageBitmap });
} else {
// Use last segmentation mask for skipped frames
if (this.lastSegmentationMask) {
this.processFrame(
videoFrame,
controller,
imageBitmap,
maskHandler,
this.lastSegmentationMask,
);
} else {
// If no previous mask, just enqueue the original frame
controller.enqueue(videoFrame);
}
}
this.frameCounter++; // Increment frame counter
} catch (error) {
console.error('❌ Frame transformation error:', error);
} finally {