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Vision Transformers with Hierarchical Attention

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First named as "Transformer in Convolutional Neural Networks".

Installation

This repository exactly follows the code and the training settings of PVT.

Image classification on the ImageNet-1K dataset

Methods Size #Params #FLOPs Acc@1 Pretrained Models
HAT-Net-Tiny 224 x 224 12.7M 2.0G 79.8 Google / Github
HAT-Net-Small 224 x 224 25.7M 4.3G 82.6 Google / Github
HAT-Net-Medium 224 x 224 42.9M 8.3G 84.0 Google / Github
HAT-Net-Large 224 x 224 63.1M 11.5G 84.2 Google / Github

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Vision Transformers with Hierarchical Attention

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  • Python 100.0%