Search Results for author: Xu T. Liu

Found 2 papers, 2 papers with code

Im2win: Memory Efficient Convolution On SIMD Architectures

1 code implementation25 Jun 2023 Shuai Lu, Jun Chu, Xu T. Liu

However, the im2col data transformation can lead to at least 2$\times$ memory footprint compared to not using data transformation at all, thus limiting the size of neural network models running on memory-limited systems.

Im2win: An Efficient Convolution Paradigm on GPU

1 code implementation25 Jun 2023 Shuai Lu, Jun Chu, Luanzheng Guo, Xu T. Liu

Convolution is the most time-consuming operation in deep neural network operations, so its performance is critical to the overall performance of the neural network.

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