diff options
| author | IEatChili <nanunguyen99@gmail.com> | 2024-08-01 14:29:21 -0400 |
|---|---|---|
| committer | IEatChili <nanunguyen99@gmail.com> | 2024-08-01 14:29:21 -0400 |
| commit | 426411ca07db203857617f385b14697c4db2f163 (patch) | |
| tree | 8601b97b7776873409102bf72fc6b2c0405eb6ef /src | |
| parent | 6cf715a76dfb3f6a80fbf7c33e643681ea1a584c (diff) | |
feat: added groundwork for face recognition
Diffstat (limited to 'src')
20 files changed, 239 insertions, 0 deletions
diff --git a/src/client/views/Main.tsx b/src/client/views/Main.tsx index 8242e7c27..ada934aea 100644 --- a/src/client/views/Main.tsx +++ b/src/client/views/Main.tsx @@ -61,6 +61,7 @@ import { ImportElementBox } from './nodes/importBox/ImportElementBox'; import { PresBox, PresElementBox } from './nodes/trails'; import { SearchBox } from './search/SearchBox'; import { ImageLabelBox } from './collections/collectionFreeForm/ImageLabelBox'; +import { FaceRecognitionHandler } from './search/FaceRecognitionHandler'; dotenv.config(); @@ -96,6 +97,7 @@ FieldLoader.ServerLoadStatus = { requested: 0, retrieved: 0, message: 'cache' }; new BranchingTrailManager({}); new PingManager(); new KeyManager(); + new FaceRecognitionHandler(); // initialize plugins and classes that require plugins CollectionDockingView.Init(TabDocView); diff --git a/src/client/views/search/FaceRecognitionHandler.tsx b/src/client/views/search/FaceRecognitionHandler.tsx new file mode 100644 index 000000000..86619b2d1 --- /dev/null +++ b/src/client/views/search/FaceRecognitionHandler.tsx @@ -0,0 +1,86 @@ +import * as faceapi from 'face-api.js'; +import { FaceMatcher, TinyFaceDetectorOptions } from 'face-api.js'; +import { Doc, DocListCast, NumListCast } from '../../../fields/Doc'; +import { DocData } from '../../../fields/DocSymbols'; +import { List } from '../../../fields/List'; +import { ObjectField } from '../../../fields/ObjectField'; +import { StrCast } from '../../../fields/Types'; + +export class FaceRecognitionHandler { + static _instance: FaceRecognitionHandler; + + constructor() { + FaceRecognitionHandler._instance = this; + this.loadModels(); + if (!Doc.ActiveDashboard![DocData].faceDocuments) { + Doc.ActiveDashboard![DocData].faceDocuments = new List<Doc>(); + } + } + + async loadModels() { + const MODEL_URL = `/models`; + await faceapi.loadTinyFaceDetectorModel(MODEL_URL); + await faceapi.loadFaceLandmarkTinyModel(MODEL_URL); + await faceapi.loadFaceRecognitionModel(MODEL_URL); + } + + public static get Instance() { + return FaceRecognitionHandler._instance ?? new FaceRecognitionHandler(); + } + + public async findMatches(doc: Doc, imageURL: string) { + const img = await this.loadImage(imageURL); + + const fullFaceDescriptions = await faceapi.detectAllFaces(img, new TinyFaceDetectorOptions()).withFaceLandmarks(true).withFaceDescriptors(); + + fullFaceDescriptions.forEach(fd => { + const match = this.findMatch(fd.descriptor); + if (match) { + match[DocData].associatedDocs = new List<Doc>([...DocListCast(match[DocData].associatedDocs), doc]); + match[DocData].faceDescriptors = new List<List<number>>([...(match[DocData].faceDescriptors as List<List<number>>), Array.from(fd.descriptor) as List<number>]); + } else { + const newFaceDocument = new Doc(); + const converted_array = Array.from(fd.descriptor); + newFaceDocument[DocData].faceDescriptors = new List<List<number>>(); + (newFaceDocument[DocData].faceDescriptors as List<List<number>>).push(converted_array as List<number>); + newFaceDocument[DocData].label = `Person ${DocListCast(Doc.ActiveDashboard![DocData].faceDocuments).length + 1}`; + newFaceDocument[DocData].associatedDocs = new List<Doc>([doc]); + + Doc.ActiveDashboard![DocData].faceDocuments = new List<Doc>([...DocListCast(Doc.ActiveDashboard![DocData].faceDocuments), newFaceDocument]); + } + }); + } + + private findMatch(cur_descriptor: Float32Array) { + if (DocListCast(Doc.ActiveDashboard![DocData].faceDocuments).length < 1) { + return null; + } + + const faceDescriptors: faceapi.LabeledFaceDescriptors[] = DocListCast(Doc.ActiveDashboard![DocData].faceDocuments).map(faceDocument => { + const float32Array = (faceDocument[DocData].faceDescriptors as List<List<number>>).map(faceDescriptor => new Float32Array(Array.from(faceDescriptor))); + return new faceapi.LabeledFaceDescriptors(StrCast(faceDocument[DocData].label), float32Array); + }); + const faceMatcher = new FaceMatcher(faceDescriptors, 0.6); + const match = faceMatcher.findBestMatch(cur_descriptor); + + if (match.label == 'unknown') { + return null; + } else { + for (const doc of DocListCast(Doc.ActiveDashboard![DocData].faceDocuments)) { + if (doc[DocData].label === match.label) { + return doc; + } + } + } + } + + private loadImage = (src: string): Promise<HTMLImageElement> => { + return new Promise((resolve, reject) => { + const img = new Image(); + img.crossOrigin = 'anonymous'; + img.onload = () => resolve(img); + img.onerror = err => reject(err); + img.src = src; + }); + }; +} diff --git a/src/server/public/models/age_gender_model-shard1 b/src/server/public/models/age_gender_model-shard1 Binary files differnew file mode 100644 index 000000000..d942d6ad1 --- /dev/null +++ b/src/server/public/models/age_gender_model-shard1 diff --git a/src/server/public/models/age_gender_model-weights_manifest.json b/src/server/public/models/age_gender_model-weights_manifest.json new file mode 100644 index 000000000..ebc009ab8 --- /dev/null +++ b/src/server/public/models/age_gender_model-weights_manifest.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/src/server/public/models/face_expression_model-shard1 b/src/server/public/models/face_expression_model-shard1 Binary files differnew file mode 100644 index 000000000..619cdf6d4 --- /dev/null +++ b/src/server/public/models/face_expression_model-shard1 diff --git a/src/server/public/models/face_expression_model-weights_manifest.json b/src/server/public/models/face_expression_model-weights_manifest.json new file mode 100644 index 000000000..7b74b5ab4 --- /dev/null +++ b/src/server/public/models/face_expression_model-weights_manifest.json @@ -0,0 +1 @@ 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