Hsin-Hsuan Sung

TREC: Transient Redundancy Elimination-based Convolution

The intensive computations in convolutional neural networks (CNNs) pose challenges for resource-constrained devices; eliminating redundant computations from convolution is essential. This paper gives a principled method to detect and avoid transient redundancy, a type of redundancy existing in input…