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vsri121/PatchWise

sourceHugging Faceupdated 4mo agoView on Hugging Face
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App README

๐Ÿš€ PatchWise

PatchWise is a Reinforcement Learning-based Adaptive Vision Transformer designed for efficient edge AI inference.

Features

  • โ€”Dynamic patch routing
  • โ€”Sparse transformer inference
  • โ€”A3C reinforcement learning policy
  • โ€”Adaptive compute allocation
  • โ€”Patch importance visualization
  • โ€”Edge deployment ready

Model Highlights

  • โ€”~40% FLOPs reduction
  • โ€”Real-time adaptive routing
  • โ€”NVIDIA Jetson AGX Orin deployment
  • โ€”Interactive Streamlit demo

How It Works

Image โ†’ RL Policy โ†’ Sparse Vision Transformer โ†’ Adaptive Inference