Search Results for author: Rajat Saini

Found 3 papers, 1 papers with code

E2GC: Energy-efficient Group Convolution in Deep Neural Networks

no code implementations26 Jun 2020 Nandan Kumar Jha, Rajat Saini, Subhrajit Nag, Sparsh Mittal

We show that, at comparable computational complexity, DNNs with constant group size (E2GC) are more energy-efficient than DNNs with a fixed number of groups (F$g$GC).

Image Classification

ULSAM: Ultra-Lightweight Subspace Attention Module for Compact Convolutional Neural Networks

1 code implementation26 Jun 2020 Rajat Saini, Nandan Kumar Jha, Bedanta Das, Sparsh Mittal, C. Krishna Mohan

Our method of subspace attention is orthogonal and complementary to the existing state-of-the-arts attention mechanisms used in vision models.

Fine-Grained Image Classification General Classification

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