Hardware Efficient Approximate Convolution with Tunable Error Tolerance for CNNs

Vishal Shashidhar, Anupam Kumari, Roy P Paily

Modern CNNs' high computational demands hinder edge deployment, as traditional ``hard'' sparsity (skipping mathematical zeros) loses effectiveness in deep layers or with smooth act…