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Layer Freezing & Data Sieving: Missing Pieces of a Generic Framework for Sparse Training


Sep 22, 2022
Geng Yuan, Yanyu Li, Sheng Li, Zhenglun Kong, Sergey Tulyakov, Xulong Tang, Yanzhi Wang, Jian Ren

* Published in 36th Conference on Neural Information Processing Systems (NeurIPS 2022) 

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PIM-QAT: Neural Network Quantization for Processing-In-Memory (PIM) Systems


Sep 18, 2022
Qing Jin, Zhiyu Chen, Jian Ren, Yanyu Li, Yanzhi Wang, Kaiyuan Yang

* 25 pages, 12 figures, 8 tables 

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RA-Depth: Resolution Adaptive Self-Supervised Monocular Depth Estimation


Jul 26, 2022
Mu He, Le Hui, Yikai Bian, Jian Ren, Jin Xie, Jian Yang

* Accepted to ECCV'22 

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Cross-Modal 3D Shape Generation and Manipulation


Jul 24, 2022
Zezhou Cheng, Menglei Chai, Jian Ren, Hsin-Ying Lee, Kyle Olszewski, Zeng Huang, Subhransu Maji, Sergey Tulyakov

* ECCV 2022. Project page: https://people.cs.umass.edu/~zezhoucheng/edit3d/ 

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Computer Vision-Aided Reconfigurable Intelligent Surface-Based Beam Tracking: Prototyping and Experimental Results


Jul 11, 2022
Ming Ouyang, Yucong Wang, Feifei Gao, Shun Zhang, Puchu Li, Jian Ren


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Discrete Contrastive Diffusion for Cross-Modal and Conditional Generation


Jun 15, 2022
Ye Zhu, Yu Wu, Kyle Olszewski, Jian Ren, Sergey Tulyakov, Yan Yan

* Project at https://github.com/L-YeZhu/CDCD 

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EfficientFormer: Vision Transformers at MobileNet Speed


Jun 02, 2022
Yanyu Li, Geng Yuan, Yang Wen, Eric Hu, Georgios Evangelidis, Sergey Tulyakov, Yanzhi Wang, Jian Ren


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Are Multimodal Transformers Robust to Missing Modality?


Apr 12, 2022
Mengmeng Ma, Jian Ren, Long Zhao, Davide Testuggine, Xi Peng

* In CVPR 2022 

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R2L: Distilling Neural Radiance Field to Neural Light Field for Efficient Novel View Synthesis


Mar 31, 2022
Huan Wang, Jian Ren, Zeng Huang, Kyle Olszewski, Menglei Chai, Yun Fu, Sergey Tulyakov

* Project: https://snap-research.github.io/R2L 

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Show Me What and Tell Me How: Video Synthesis via Multimodal Conditioning


Mar 04, 2022
Ligong Han, Jian Ren, Hsin-Ying Lee, Francesco Barbieri, Kyle Olszewski, Shervin Minaee, Dimitris Metaxas, Sergey Tulyakov

* Accepted to CVPR 2022 

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