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EfficientViT: Enhanced Linear Attention for High-Resolution Low-Computation Visual Recognition


May 29, 2022
Han Cai, Chuang Gan, Song Han


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Lite Pose: Efficient Architecture Design for 2D Human Pose Estimation


May 03, 2022
Yihan Wang, Muyang Li, Han Cai, Wei-Ming Chen, Song Han

* IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR) 2022 
* 11 pages 

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Enable Deep Learning on Mobile Devices: Methods, Systems, and Applications


Apr 25, 2022
Han Cai, Ji Lin, Yujun Lin, Zhijian Liu, Haotian Tang, Hanrui Wang, Ligeng Zhu, Song Han

* ACM Transactions on Design Automation of Electronic Systems (TODAES), Volume 27, Issue 3, Article 20, Page 1-50, 2021 
* Journal preprint (ACM TODAES, 2021). The first seven authors contributed equally to this work and are listed in the alphabetical order 

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MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning


Oct 28, 2021
Ji Lin, Wei-Ming Chen, Han Cai, Chuang Gan, Song Han


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Network Augmentation for Tiny Deep Learning


Oct 17, 2021
Han Cai, Chuang Gan, Ji Lin, Song Han


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Tiny Transfer Learning: Towards Memory-Efficient On-Device Learning


Jul 28, 2020
Han Cai, Chuang Gan, Ligeng Zhu, Song Han


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APQ: Joint Search for Network Architecture, Pruning and Quantization Policy


Jun 15, 2020
Tianzhe Wang, Kuan Wang, Han Cai, Ji Lin, Zhijian Liu, Song Han

* Accepted by CVPR 2020 

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HAT: Hardware-Aware Transformers for Efficient Natural Language Processing


May 28, 2020
Hanrui Wang, Zhanghao Wu, Zhijian Liu, Han Cai, Ligeng Zhu, Chuang Gan, Song Han

* Accepted to ACL 2020. 14 pages, 12 figures. Code available at http://github.com/mit-han-lab/hardware-aware-transformers.git 

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Once for All: Train One Network and Specialize it for Efficient Deployment


Aug 26, 2019
Han Cai, Chuang Gan, Song Han


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