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Temporally Consistent Online Depth Estimation in Dynamic Scenes


Nov 17, 2021
Zhaoshuo Li, Wei Ye, Dilin Wang, Francis X. Creighton, Russell H. Taylor, Ganesh Venkatesh, Mathias Unberath


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Omni-sparsity DNN: Fast Sparsity Optimization for On-Device Streaming E2E ASR via Supernet


Oct 15, 2021
Haichuan Yang, Yuan Shangguan, Dilin Wang, Meng Li, Pierce Chuang, Xiaohui Zhang, Ganesh Venkatesh, Ozlem Kalinli, Vikas Chandra


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Collaborative Training of Acoustic Encoders for Speech Recognition


Jul 13, 2021
Varun Nagaraja, Yangyang Shi, Ganesh Venkatesh, Ozlem Kalinli, Michael L. Seltzer, Vikas Chandra

* INTERSPEECH 2021 

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Noisy Training Improves E2E ASR for the Edge


Jul 09, 2021
Dilin Wang, Yuan Shangguan, Haichuan Yang, Pierce Chuang, Jiatong Zhou, Meng Li, Ganesh Venkatesh, Ozlem Kalinli, Vikas Chandra


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Latency-Aware Neural Architecture Search with Multi-Objective Bayesian Optimization


Jun 25, 2021
David Eriksson, Pierce I-Jen Chuang, Samuel Daulton, Peng Xia, Akshat Shrivastava, Arun Babu, Shicong Zhao, Ahmed Aly, Ganesh Venkatesh, Maximilian Balandat

* To Appear at the 8th ICML Workshop on Automated Machine Learning, ICML 2021 

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Accelerating Sparse Deep Neural Networks


Apr 16, 2021
Asit Mishra, Jorge Albericio Latorre, Jeff Pool, Darko Stosic, Dusan Stosic, Ganesh Venkatesh, Chong Yu, Paulius Micikevicius


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Memory-efficient Speech Recognition on Smart Devices


Feb 23, 2021
Ganesh Venkatesh, Alagappan Valliappan, Jay Mahadeokar, Yuan Shangguan, Christian Fuegen, Michael L. Seltzer, Vikas Chandra

* ICASSP 2021 

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Learning Dynamic Network Using a Reuse Gate Function in Semi-supervised Video Object Segmentation


Dec 21, 2020
Hyojin Park, Jayeon Yoo, Seohyeong Jeong, Ganesh Venkatesh, Nojun Kwak


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Can Temporal Information Help with Contrastive Self-Supervised Learning?


Nov 25, 2020
Yutong Bai, Haoqi Fan, Ishan Misra, Ganesh Venkatesh, Yongyi Lu, Yuyin Zhou, Qihang Yu, Vikas Chandra, Alan Yuille


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TTVOS: Lightweight Video Object Segmentation with Adaptive Template Attention Module and Temporal Consistency Loss


Nov 09, 2020
Hyojin Park, Ganesh Venkatesh, Nojun Kwak


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Mixed Precision Training


Feb 15, 2018
Paulius Micikevicius, Sharan Narang, Jonah Alben, Gregory Diamos, Erich Elsen, David Garcia, Boris Ginsburg, Michael Houston, Oleksii Kuchaiev, Ganesh Venkatesh, Hao Wu

* Published as a conference paper at ICLR 2018 

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Accelerating Deep Convolutional Networks using low-precision and sparsity


Oct 02, 2016
Ganesh Venkatesh, Eriko Nurvitadhi, Debbie Marr


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