Files
foliate-js/panel-detection/detector.js
T
john-okeefe 5149ab1a88 refactor(detector): improve COCO-SSD model loading and caching
- Add #model private field to cache loaded model instance
- Properly await model.load() before using the model
- Pass cached model to detection function instead of global reference
- Add model cleanup in clear() method to release resources

This prevents redundant model loading and ensures the model is fully
initialized before use, improving performance and reliability of ML-based
panel detection.
2026-04-13 20:14:04 -04:00

146 lines
4.2 KiB
JavaScript

// panel-detection/detector.js
// Main panel detector with lazy-loaded fallback chain
import { loadMLLibraries, getLibrariesStatus } from "./load-scripts.js";
export class PanelDetector {
#cache = new Map();
#scriptsLoaded = false;
#model = null;
async detectPanels(doc, index, force = false) {
const cacheKey = `${doc.location?.pathname || ""}-${index}`;
if (!force && this.#cache.has(cacheKey)) {
return this.#cache.get(cacheKey);
}
const imageData = this.#extractImageData(doc);
if (!imageData) {
return { panels: [], method: "no-image", confidence: 0 };
}
// Load ML libraries on first use
if (!this.#scriptsLoaded) {
const result = await loadMLLibraries();
if (!result.loaded) {
console.warn(
"ML libraries not available, using grid detection:",
result.reason,
);
// Fall back to grid immediately
const { detectPanelsGrid } = await import("./grid.js");
const panels = detectPanelsGrid(imageData);
this.#cache.set(cacheKey, {
panels,
method: "grid",
confidence: 0.4,
reason: result.reason,
});
return {
panels,
method: "grid",
confidence: 0.4,
reason: result.reason,
};
}
this.#scriptsLoaded = true;
}
const result = await this.#runDetectionPipeline(imageData);
this.#cache.set(cacheKey, result);
return result;
}
#extractImageData(doc) {
const img = doc.querySelector("img") || doc.querySelector("canvas");
if (!img) return null;
const canvas = document.createElement("canvas");
canvas.width = img.naturalWidth || img.width;
canvas.height = img.naturalHeight || img.height;
const ctx = canvas.getContext("2d");
ctx.drawImage(img, 0, 0);
return ctx.getImageData(0, 0, canvas.width, canvas.height);
}
async #runDetectionPipeline(imageData) {
const { detectPanelsOpenCV } = await import("./opencv.js");
const { detectPanelsML } = await import("./coco-ssd.js");
const { detectPanelsGrid } = await import("./grid.js");
// Try OpenCV (uses global cv)
try {
const cv = globalThis.cv;
if (cv && cv.Mat) {
// Wait for OpenCV to be ready
await new Promise((resolve, reject) => {
const check = () => {
if (cv && cv.Mat) resolve();
else if (cv && cv.readyState === "complete")
reject(new Error("OpenCV failed to load"));
else setTimeout(check, 50);
};
check();
});
const panels = await detectPanelsOpenCV(imageData, cv);
if (this.#validatePanels(panels, imageData)) {
return { panels, method: "opencv", confidence: 0.85 };
}
}
} catch (e) {
console.warn("OpenCV detection failed:", e);
}
// Try ML (uses global cocoSsd)
try {
const cocoSsdModule = globalThis.cocoSsd;
if (cocoSsdModule && cocoSsdModule.load) {
// Load model if not cached
if (!this.#model) {
this.#model = await cocoSsdModule.load();
}
const panels = await detectPanelsML(imageData, this.#model);
if (this.#validatePanels(panels, imageData)) {
return { panels, method: "ml", confidence: 0.7 };
}
}
} catch (e) {
console.warn("ML detection failed:", e);
}
// Grid fallback (always works)
const panels = detectPanelsGrid(imageData);
return { panels, method: "grid", confidence: 0.4 };
}
#validatePanels(panels, imageData) {
if (!panels || panels.length === 0) return false;
if (panels.length > 30) return false;
const imgArea = imageData.width * imageData.height;
let totalPanelArea = 0;
for (const panel of panels) {
const panelArea = ((panel.width * panel.height) / 10000) * imgArea;
totalPanelArea += panelArea;
}
const coverage = totalPanelArea / imgArea;
return coverage > 0.1 && coverage < 0.95;
}
clear() {
this.#cache.clear();
this.#model = null;
}
// Expose library status for debugging
getStatus() {
return {
...getLibrariesStatus(),
scriptsLoaded: this.#scriptsLoaded,
cacheSize: this.#cache.size,
};
}
}