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PathFusion: Path-consistent Lidar-Camera Deep Feature Fusion


Dec 12, 2022
Lemeng Wu, Dilin Wang, Meng Li, Yunyang Xiong, Raghuraman Krishnamoorthi, Qiang Liu, Vikas Chandra

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SDRM3: A Dynamic Scheduler for Dynamic Real-time Multi-model ML Workloads


Dec 07, 2022
Seah Kim, Hyoukjun Kwon, Jinook Song, Jihyuck Jo, Yu-Hsin Chen, Liangzhen Lai, Vikas Chandra

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* 13 pages 

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Fast Point Cloud Generation with Straight Flows


Dec 04, 2022
Lemeng Wu, Dilin Wang, Chengyue Gong, Xingchao Liu, Yunyang Xiong, Rakesh Ranjan, Raghuraman Krishnamoorthi, Vikas Chandra, Qiang Liu

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XRBench: An Extended Reality (XR) Machine Learning Benchmark Suite for the Metaverse


Nov 16, 2022
Hyoukjun Kwon, Krishnakumar Nair, Jamin Seo, Jason Yik, Debabrata Mohapatra, Dongyuan Zhan, Jinook Song, Peter Capak, Peizhao Zhang, Peter Vajda, Colby Banbury, Mark Mazumder, Liangzhen Lai, Ashish Sirasao, Tushar Krishna, Harshit Khaitan, Vikas Chandra, Vijay Janapa Reddi

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LiCo-Net: Linearized Convolution Network for Hardware-efficient Keyword Spotting


Nov 09, 2022
Haichuan Yang, Zhaojun Yang, Li Wan, Biqiao Zhang, Yangyang Shi, Yiteng Huang, Ivaylo Enchev, Limin Tang, Raziel Alvarez, Ming Sun, Xin Lei, Raghuraman Krishnamoorthi, Vikas Chandra

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DepthShrinker: A New Compression Paradigm Towards Boosting Real-Hardware Efficiency of Compact Neural Networks


Jun 02, 2022
Yonggan Fu, Haichuan Yang, Jiayi Yuan, Meng Li, Cheng Wan, Raghuraman Krishnamoorthi, Vikas Chandra, Yingyan Lin

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* Accepted at ICML 2022 

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Streaming parallel transducer beam search with fast-slow cascaded encoders


Mar 29, 2022
Jay Mahadeokar, Yangyang Shi, Ke Li, Duc Le, Jiedan Zhu, Vikas Chandra, Ozlem Kalinli, Michael L Seltzer

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* 5 pages, 2 figures, Interspeech 2022 submission 

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Multi-Scale High-Resolution Vision Transformer for Semantic Segmentation


Nov 23, 2021
Jiaqi Gu, Hyoukjun Kwon, Dilin Wang, Wei Ye, Meng Li, Yu-Hsin Chen, Liangzhen Lai, Vikas Chandra, David Z. Pan

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* 8 pages 

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Low-Rank+Sparse Tensor Compression for Neural Networks


Nov 02, 2021
Cole Hawkins, Haichuan Yang, Meng Li, Liangzhen Lai, Vikas Chandra

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HRViT: Multi-Scale High-Resolution Vision Transformer


Nov 01, 2021
Jiaqi Gu, Hyoukjun Kwon, Dilin Wang, Wei Ye, Meng Li, Yu-Hsin Chen, Liangzhen Lai, Vikas Chandra, David Z. Pan

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* 8 pages 

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