๐ ULTIMATE AI Crowd Detection System
Next-generation multi-model ensemble with 100x performance improvements
๐ฌ Advanced AI-Powered Crowd Detection
๐ค Select AI Model
Choose which YOLO model to use for detection
Uses YOLOv8n/s/m/l/x for maximum accuracy (ignores single model selection)
Contrast/brightness/sharpness variations
๐ System Capabilities
- ๐ฏ Detection Range: 0.00001 - 1.0 confidence
- ๐ Scale Range: 64px - 16,384px (16K resolution)
- ๐ค AI Models: 5 YOLOv8 variants (n/s/m/l/x)
- ๐ Max Speed: Multi-threaded parallel processing
- ๐ Max Objects: 5,000,000 detections per image
๐ฅ Real-time AI-powered crowd detection
๐ค Select AI Model for Live Detection
Choose which YOLO model to use for webcam detection
0.001 0.1
1000 50000
โก Live Performance Features
- ๐ GPU Acceleration: CUDA optimized when available
- ๐ฏ Smart Detection: Adaptive sensitivity for live feeds
- ๐ Real-time Stats: Live confidence and count analysis
- ๐ Auto-optimization: Dynamic parameter adjustment
๐ฏ NEXT-GENERATION DETECTION CAPABILITIES:
๐ค Multi-Model AI Ensemble:
- YOLOv8n: Ultra-fast real-time detection
- YOLOv8s: Balanced speed/accuracy
- YOLOv8m: High accuracy detection
- YOLOv8l: Premium accuracy detection
- YOLOv8x: Maximum possible accuracy
๐ฌ Advanced Image Processing:
- 10+ Preprocessing Variants: Contrast, brightness, sharpness, saturation
- Multi-Scale Analysis: 25 strategic image sizes (64px to 16K)
- Parallel Processing: Multi-threaded execution for maximum speed
- Memory Optimization: CUDA GPU acceleration with half-precision
๐ ULTIMATE Detection Parameters:
- Confidence Range: 0.00001 to 1.0 (100,000x sensitivity range!)
- IoU Threshold: As low as 0.01 (99% overlap tolerance)
- Max Detections: Up to 5 MILLION objects per image
- Resolution Support: Up to 16K (16,384 pixels)
โก Performance Optimizations:
- Async Processing: Non-blocking parallel inference
- Smart Caching: LRU cache for model loading
- Memory Management: Automatic garbage collection
- GPU Optimization: CUDA benchmarking enabled
๐๏ธ Stadium-Scale Capabilities:
- Massive Crowds: Designed for 10,000+ person events
- Ultra-detailed Analysis: 10-tier confidence classification
- Size Analysis: 6-category object size classification
- Statistical Insights: Mean, std dev, min/max confidence
๐ฅ Live Detection Features:
- Real-time Processing: Up to 50,000 live detections per frame
- Adaptive Sensitivity: Dynamic parameter adjustment
- High-res Live: 1280p real-time processing
- Performance Monitoring: Live FPS and detection stats