Search Results for author: Jeff Zhu

Found 2 papers, 2 papers with code

FastViT: A Fast Hybrid Vision Transformer using Structural Reparameterization

4 code implementations ICCV 2023 Pavan Kumar Anasosalu Vasu, James Gabriel, Jeff Zhu, Oncel Tuzel, Anurag Ranjan

To this end, we introduce a novel token mixing operator, RepMixer, a building block of FastViT, that uses structural reparameterization to lower the memory access cost by removing skip-connections in the network.

Image Classification

MobileOne: An Improved One millisecond Mobile Backbone

8 code implementations CVPR 2023 Pavan Kumar Anasosalu Vasu, James Gabriel, Jeff Zhu, Oncel Tuzel, Anurag Ranjan

Furthermore, we show that our model generalizes to multiple tasks - image classification, object detection, and semantic segmentation with significant improvements in latency and accuracy as compared to existing efficient architectures when deployed on a mobile device.

Efficient Neural Network Image Classification +2

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