Livoa LogoLivoa
User
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Auth Router
Use JWT Token
Store Instance in Cache
Auth Login Router
Privilege Base
MongoDB
Requests (Get/Post)
Admin
User
Current
Analysis
CRUD
Approval
Service Provider
Service
Chat
School Food List
MongoDB
Output
1. Dataset Preparation


Collect & annotate face images

Preprocessing & export YOLO format

2. Model Training – YOLOv12


Fine-tune model with dataset

Learn facial features & save model

3. Real-Time Face Detection


Input live/uploaded video

Extract frames & detect faces

4. YOLOv12 Inference


Predict bounding boxes

Confidence scores & localization

5. Face Recognition Module


Compare detected faces

Identify known or unknown

6. Feature Extraction & Comparison


Generate embeddings

Similarity matching & threshold

7. Final Output


Person Identified or Unknown

Display results with bounding boxes

Copy of Project

by Pavani

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