Search Results for author: Narayanan Kannan

Found 1 papers, 1 papers with code

TabConv: Low-Computation CNN Inference via Table Lookups

1 code implementation8 Apr 2024 Neelesh Gupta, Narayanan Kannan, Pengmiao Zhang, Viktor Prasanna

TabConv preserves over 93% of the original model's performance while reducing arithmetic operations by 36. 5%, 25. 8%, and 99. 4% for ResNet-18 on CIFAR-10, CIFAR-100, and MNIST, respectively, 35. 6% and 99. 3% for ResNet-34 on CIFAR-10 and MNIST, and 98. 9% for NIN on MNIST, achieving low-computation inference.

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