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On-Device Training Under 256KB Memory


Jul 14, 2022
Ji Lin , Ligeng Zhu , Wei-Ming Chen , Wei-Chen Wang , Chuang Gan , Song Han


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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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TSM: Temporal Shift Module for Efficient and Scalable Video Understanding on Edge Device


Sep 27, 2021
Ji Lin , Chuang Gan , Kuan Wang , Song Han

* Journal preprint of arXiv:1811.08383 (TPAMI, 2020). arXiv admin note: substantial text overlap with arXiv:1910.00932 

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Anycost GANs for Interactive Image Synthesis and Editing


Mar 04, 2021
Ji Lin , Richard Zhang , Frieder Ganz , Song Han , Jun-Yan Zhu

* Accepted to CVPR 2021. The code and demo are available: https://github.com/mit-han-lab/anycost-gan 

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Searching Efficient 3D Architectures with Sparse Point-Voxel Convolution


Aug 13, 2020
Haotian Tang , Zhijian Liu , Shengyu Zhao , Yujun Lin , Ji Lin , Hanrui Wang , Song Han

* ECCV 2020. The first two authors contributed equally to this work. Project page: http://spvnas.mit.edu/ 

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Hardware-Centric AutoML for Mixed-Precision Quantization


Aug 11, 2020
Kuan Wang , Zhijian Liu , Yujun Lin , Ji Lin , Song Han

* International Journal of Computer Vision (IJCV), 2020 
* Journal preprint of arXiv:1811.08886 (IJCV, 2020). The first three authors contributed equally to this work. Project page: https://hanlab.mit.edu/projects/haq/ 

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