2 papers
cs.CV2024
Is 3D Convolution with 5D Tensors Really Necessary for Video Analysis?
Habib Hajimolahoseini, Walid Ahmed, Austin Wen +1
In this paper, we present a comprehensive study and propose several novel techniques for implementing 3D convolutional blocks using 2D and/or 1D convolutions with only 4D and/or 3D…
cs.CV2023
Speeding up Resnet Architecture with Layers Targeted Low Rank Decomposition
Walid Ahmed, Habib Hajimolahoseini, Austin Wen +1
Compression of a neural network can help in speeding up both the training and the inference of the network. In this research, we study applying compression using low rank decomposi…