aditya06k/Parallel-Computing

Crowd Density Estimation System

Compare Sequential vs Parallel Execution for deep learning inference.

Features

• —Dual models: CNN & Self-ONN
• —Parallel computing demo
• —Real-time performance metrics
• —Density heatmaps

Usage

1. 1.Go to "Training" tab
2. 2.Click "Train Sequential" or "Train Parallel"
3. 3.Go to "Analysis" tab
4. 4.Upload a crowd image
5. 5.Compare execution speeds

Performance

• —Sequential: Models run one after another
• —Parallel: Models run simultaneously (~2x faster)

Built with PyTorch + Gradio