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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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MCUNet: Tiny Deep Learning on IoT Devices


Jul 20, 2020
Ji Lin, Wei-Ming Chen, Yujun Lin, John Cohn, Chuang Gan, Song Han

* Demo video available here: https://youtu.be/YvioBgtec4U 

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Differentiable Augmentation for Data-Efficient GAN Training


Jun 18, 2020
Shengyu Zhao, Zhijian Liu, Ji Lin, Jun-Yan 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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Lite Transformer with Long-Short Range Attention


Apr 24, 2020
Zhanghao Wu, Zhijian Liu, Ji Lin, Yujun Lin, Song Han

* ICLR 2020. The first two authors contributed equally to this work 

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GAN Compression: Efficient Architectures for Interactive Conditional GANs


Mar 19, 2020
Muyang Li, Ji Lin, Yaoyao Ding, Zhijian Liu, Jun-Yan Zhu, Song Han


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Training Kinetics in 15 Minutes: Large-scale Distributed Training on Videos


Oct 01, 2019
Ji Lin, Chuang Gan, Song Han


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Design Automation for Efficient Deep Learning Computing


Apr 24, 2019
Song Han, Han Cai, Ligeng Zhu, Ji Lin, Kuan Wang, Zhijian Liu, Yujun Lin


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Defensive Quantization: When Efficiency Meets Robustness


Apr 17, 2019
Ji Lin, Chuang Gan, Song Han


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HAQ: Hardware-Aware Automated Quantization


Dec 06, 2018
Kuan Wang, Zhijian Liu, Yujun Lin, Ji Lin, Song Han

* The first three authors contributed equally to this work. Project page: https://hanlab.mit.edu/projects/haq/ 

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Joint Monocular 3D Vehicle Detection and Tracking


Dec 02, 2018
Hou-Ning Hu, Qi-Zhi Cai, Dequan Wang, Ji Lin, Min Sun, Philipp Krähenbühl, Trevor Darrell, Fisher Yu

* 14 pages, 11 figures. Fix table values misplacement and typos. All the results unchanged 

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Temporal Shift Module for Efficient Video Understanding


Nov 20, 2018
Ji Lin, Chuang Gan, Song Han

* Our framework ranks the first on both Something-Something V1 and V2 leaderboards upon this paper's submission. Measured on P100 GPU, our single model achieved 1.8% higher accuracy at 8x lower latency and 12x higher throughput compared to I3D 

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AMC: AutoML for Model Compression and Acceleration on Mobile Devices


Aug 26, 2018
Yihui He, Ji Lin, Zhijian Liu, Hanrui Wang, Li-Jia Li, Song Han


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Reinforcement Learning from Imperfect Demonstrations


Feb 14, 2018
Yang Gao, Huazhe, Xu, Ji Lin, Fisher Yu, Sergey Levine, Trevor Darrell


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