README.md

metadata

title: VisionAI - Object Detection & Human Pose Estimation
emoji: 🤖
colorFrom: blue
colorTo: indigo
sdk: gradio
sdk_version: 5.33.0
app_file: app.py
pinned: false
license: mit
tags:
  - object-detection
  - pose-estimation
  - weapon-detection
  - threat-analysis
  - yolo
  - computer-vision
short_description: YOLO11 Object Detection, Pose Estimation & Threat Analysis

🤖 VisionAI — Object Detection, Human Pose Estimation & Threat Analysis

Semester Project — YOLO11-powered computer vision with real-time pose threat classification.

Models Included

Model	File	Purpose
Object Detection	yolo11m.pt	80+ COCO classes
Pose Estimation	yolo11m-pose.pt	17 body keypoints
Segmentation	yolo11m-seg.pt	Instance masks
Classification	yolo11m-cls.pt	ImageNet-1k
OBB Detection	yolo11m-obb.pt	Rotated bounding boxes
Weapon Detection	weapon_detection.pt	Custom bundled model ★

🎯 Pose Threat Analysis

Every detected person's posture is analysed using 17 COCO keypoints and classified:

Status	Criteria
🟢 NORMAL	Relaxed / standing / walking posture
🟡 SUSPICIOUS	Crouching / leaning / unusual body angle
🔴 THREATENING	Raised arms / aggressive stance / weapon in frame

Works on images, videos (FPS-based scanning), and live webcam.

Video FPS-Based Scanning

Scan FPS	Interval at 30fps	Speed
1 fps	every 30th frame	Fastest
5 fps	every 6th frame	Balanced ✅
15 fps	every 2nd frame	Thorough
24 fps	every frame	Full quality

Deploy (3 files only)

Upload to a HuggingFace Gradio Space:

• app.py
• requirements.txt
• weapon_detection.pt
• README.md