Files
scrypted/plugins/objectdetector/src/denoise.ts
Koushik Dutta 172790b18f sdk: fix device StorageSetting deserialzation
predict: externalize tracker
2023-03-01 21:33:43 -08:00

93 lines
2.9 KiB
TypeScript

export class DenoisedDetectionEntry<T> {
id?: string;
boundingBox?: [number, number, number, number];
name: string;
score: number;
detection: T;
firstSeen?: number;
firstBox?: [number, number, number, number];
lastSeen?: number;
lastBox?: [number, number, number, number];
durationGone?: number;
}
export interface DenoisedDetectionOptions<T> {
added?: (detection: DenoisedDetectionEntry<T>) => void;
removed?: (detection: DenoisedDetectionEntry<T>) => void;
retained?: (detection: DenoisedDetectionEntry<T>, previous: DenoisedDetectionEntry<T>) => void;
untracked?: (detection: DenoisedDetectionOptions<T>) => void,
expiring?: (previous: DenoisedDetectionEntry<T>) => void;
timeout?: number;
now?: number;
}
export interface DenoisedDetectionState<T> {
previousDetections?: DenoisedDetectionEntry<T>[];
frameCount?: number;
lastDetection?: number;
// id to time
externallyTracked?: Map<string, DenoisedDetectionEntry<T>>;
}
export function denoiseDetections<T>(state: DenoisedDetectionState<T>,
currentDetections: DenoisedDetectionEntry<T>[],
options?: DenoisedDetectionOptions<T>
) {
if (!state.previousDetections)
state.previousDetections = [];
const now = options.now || Date.now();
const lastDetection = state.lastDetection || now;
const sinceLastDetection = now - lastDetection;
if (!state.externallyTracked)
state.externallyTracked = new Map();
for (const tracked of currentDetections) {
tracked.durationGone = 0;
tracked.lastSeen = now;
tracked.lastBox = tracked.boundingBox;
if (!tracked.id) {
const id = tracked.id = `untracked-${tracked.name}`;
if (!state.externallyTracked.get(id)) {
// crappy track untracked objects for 1 minute.
setTimeout(() => state.externallyTracked.delete(id), 60000);
}
}
let previous = state.externallyTracked.get(tracked.id);
if (previous) {
state.externallyTracked.delete(tracked.id);
tracked.firstSeen = previous.firstSeen;
tracked.firstBox = previous.firstBox;
previous.durationGone = 0;
previous.lastSeen = now;
previous.lastBox = tracked.boundingBox;
options?.retained(tracked, previous);
}
else {
tracked.firstSeen = now;
tracked.firstBox = tracked.lastBox = tracked.boundingBox;
options?.added(tracked);
}
}
for (const previous of state.externallyTracked.values()) {
if (now - previous.lastSeen) {
previous.durationGone += sinceLastDetection;
if (previous.durationGone >= options.timeout) {
options?.expiring(previous);
}
}
}
for (const tracked of currentDetections) {
state.externallyTracked.set(tracked.id, tracked);
}
}