Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox
Picture for Zhangyang Wang

Zhangyang Wang

CERL: A Unified Optimization Framework for Light Enhancement with Realistic Noise


Aug 01, 2021
Zeyuan Chen, Yifan Jiang, Dong Liu, Zhangyang Wang

Figure 1 for CERL: A Unified Optimization Framework for Light Enhancement with Realistic Noise
Figure 2 for CERL: A Unified Optimization Framework for Light Enhancement with Realistic Noise
Figure 3 for CERL: A Unified Optimization Framework for Light Enhancement with Realistic Noise
Figure 4 for CERL: A Unified Optimization Framework for Light Enhancement with Realistic Noise

  Access Paper or Ask Questions

Black-Box Diagnosis and Calibration on GAN Intra-Mode Collapse: A Pilot Study


Jul 23, 2021
Zhenyu Wu, Zhaowen Wang, Ye Yuan, Jianming Zhang, Zhangyang Wang, Hailin Jin

Figure 1 for Black-Box Diagnosis and Calibration on GAN Intra-Mode Collapse: A Pilot Study
Figure 2 for Black-Box Diagnosis and Calibration on GAN Intra-Mode Collapse: A Pilot Study
Figure 3 for Black-Box Diagnosis and Calibration on GAN Intra-Mode Collapse: A Pilot Study
Figure 4 for Black-Box Diagnosis and Calibration on GAN Intra-Mode Collapse: A Pilot Study
* This paper has been accepted by Transactions on Multimedia Computing Communications and Applications (TOMM) for publication in 2021 
  Access Paper or Ask Questions

DANCE: DAta-Network Co-optimization for Efficient Segmentation Model Training and Inference


Jul 16, 2021
Chaojian Li, Wuyang Chen, Yuchen Gu, Tianlong Chen, Yonggan Fu, Zhangyang Wang, Yingyan Lin

Figure 1 for DANCE: DAta-Network Co-optimization for Efficient Segmentation Model Training and Inference
Figure 2 for DANCE: DAta-Network Co-optimization for Efficient Segmentation Model Training and Inference
Figure 3 for DANCE: DAta-Network Co-optimization for Efficient Segmentation Model Training and Inference
Figure 4 for DANCE: DAta-Network Co-optimization for Efficient Segmentation Model Training and Inference
* 16 pages, 6 figures 
  Access Paper or Ask Questions

Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot?


Jul 01, 2021
Xiaolong Ma, Geng Yuan, Xuan Shen, Tianlong Chen, Xuxi Chen, Xiaohan Chen, Ning Liu, Minghai Qin, Sijia Liu, Zhangyang Wang, Yanzhi Wang

Figure 1 for Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot?
Figure 2 for Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot?
Figure 3 for Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot?
Figure 4 for Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot?

  Access Paper or Ask Questions

FreeTickets: Accurate, Robust and Efficient Deep Ensemble by Training with Dynamic Sparsity


Jun 28, 2021
Shiwei Liu, Tianlong Chen, Zahra Atashgahi, Xiaohan Chen, Ghada Sokar, Elena Mocanu, Mykola Pechenizkiy, Zhangyang Wang, Decebal Constantin Mocanu

Figure 1 for FreeTickets: Accurate, Robust and Efficient Deep Ensemble by Training with Dynamic Sparsity
Figure 2 for FreeTickets: Accurate, Robust and Efficient Deep Ensemble by Training with Dynamic Sparsity
Figure 3 for FreeTickets: Accurate, Robust and Efficient Deep Ensemble by Training with Dynamic Sparsity
Figure 4 for FreeTickets: Accurate, Robust and Efficient Deep Ensemble by Training with Dynamic Sparsity
* preprint version 
  Access Paper or Ask Questions

Graph Contrastive Learning Automated


Jun 28, 2021
Yuning You, Tianlong Chen, Yang Shen, Zhangyang Wang

Figure 1 for Graph Contrastive Learning Automated
Figure 2 for Graph Contrastive Learning Automated
Figure 3 for Graph Contrastive Learning Automated
Figure 4 for Graph Contrastive Learning Automated
* Supplementary materials are available at https://yyou1996.github.io/files/icml2021_graphcl_automated_supplement.pdf. ICML 2021 
  Access Paper or Ask Questions

Scalable Perception-Action-Communication Loops with Convolutional and Graph Neural Networks


Jun 24, 2021
Ting-Kuei Hu, Fernando Gama, Tianlong Chen, Wenqing Zheng, Zhangyang Wang, Alejandro Ribeiro, Brian M. Sadler


  Access Paper or Ask Questions

IA-RED$^2$: Interpretability-Aware Redundancy Reduction for Vision Transformers


Jun 23, 2021
Bowen Pan, Yifan Jiang, Rameswar Panda, Zhangyang Wang, Rogerio Feris, Aude Oliva

Figure 1 for IA-RED$^2$: Interpretability-Aware Redundancy Reduction for Vision Transformers
Figure 2 for IA-RED$^2$: Interpretability-Aware Redundancy Reduction for Vision Transformers
Figure 3 for IA-RED$^2$: Interpretability-Aware Redundancy Reduction for Vision Transformers
Figure 4 for IA-RED$^2$: Interpretability-Aware Redundancy Reduction for Vision Transformers

  Access Paper or Ask Questions

Sparse Training via Boosting Pruning Plasticity with Neuroregeneration


Jun 19, 2021
Shiwei Liu, Tianlong Chen, Xiaohan Chen, Zahra Atashgahi, Lu Yin, Huanyu Kou, Li Shen, Mykola Pechenizkiy, Zhangyang Wang, Decebal Constantin Mocanu

Figure 1 for Sparse Training via Boosting Pruning Plasticity with Neuroregeneration
Figure 2 for Sparse Training via Boosting Pruning Plasticity with Neuroregeneration
Figure 3 for Sparse Training via Boosting Pruning Plasticity with Neuroregeneration
Figure 4 for Sparse Training via Boosting Pruning Plasticity with Neuroregeneration

  Access Paper or Ask Questions

Federated Robustness Propagation: Sharing Adversarial Robustness in Federated Learning


Jun 18, 2021
Junyuan Hong, Haotao Wang, Zhangyang Wang, Jiayu Zhou

Figure 1 for Federated Robustness Propagation: Sharing Adversarial Robustness in Federated Learning
Figure 2 for Federated Robustness Propagation: Sharing Adversarial Robustness in Federated Learning
Figure 3 for Federated Robustness Propagation: Sharing Adversarial Robustness in Federated Learning
Figure 4 for Federated Robustness Propagation: Sharing Adversarial Robustness in Federated Learning

  Access Paper or Ask Questions

Sparse and Imperceptible Adversarial Attack via a Homotopy Algorithm


Jun 10, 2021
Mingkang Zhu, Tianlong Chen, Zhangyang Wang

Figure 1 for Sparse and Imperceptible Adversarial Attack via a Homotopy Algorithm
Figure 2 for Sparse and Imperceptible Adversarial Attack via a Homotopy Algorithm
Figure 3 for Sparse and Imperceptible Adversarial Attack via a Homotopy Algorithm
Figure 4 for Sparse and Imperceptible Adversarial Attack via a Homotopy Algorithm

  Access Paper or Ask Questions

Chasing Sparsity in Vision Transformers: An End-to-End Exploration


Jun 09, 2021
Tianlong Chen, Yu Cheng, Zhe Gan, Lu Yuan, Lei Zhang, Zhangyang Wang

Figure 1 for Chasing Sparsity in Vision Transformers: An End-to-End Exploration
Figure 2 for Chasing Sparsity in Vision Transformers: An End-to-End Exploration
Figure 3 for Chasing Sparsity in Vision Transformers: An End-to-End Exploration
Figure 4 for Chasing Sparsity in Vision Transformers: An End-to-End Exploration

  Access Paper or Ask Questions

Practical Machine Learning Safety: A Survey and Primer


Jun 09, 2021
Sina Mohseni, Haotao Wang, Zhiding Yu, Chaowei Xiao, Zhangyang Wang, Jay Yadawa

Figure 1 for Practical Machine Learning Safety: A Survey and Primer
Figure 2 for Practical Machine Learning Safety: A Survey and Primer
Figure 3 for Practical Machine Learning Safety: A Survey and Primer

  Access Paper or Ask Questions

Chasing Sparsity in Vision Transformers:An End-to-End Exploration


Jun 08, 2021
Tianlong Chen, Yu Cheng, Zhe Gan, Lu Yuan, Lei Zhang, Zhangyang Wang

Figure 1 for Chasing Sparsity in Vision Transformers:An End-to-End Exploration
Figure 2 for Chasing Sparsity in Vision Transformers:An End-to-End Exploration
Figure 3 for Chasing Sparsity in Vision Transformers:An End-to-End Exploration
Figure 4 for Chasing Sparsity in Vision Transformers:An End-to-End Exploration

  Access Paper or Ask Questions

Efficient Lottery Ticket Finding: Less Data is More


Jun 06, 2021
Zhenyu Zhang, Xuxi Chen, Tianlong Chen, Zhangyang Wang

Figure 1 for Efficient Lottery Ticket Finding: Less Data is More
Figure 2 for Efficient Lottery Ticket Finding: Less Data is More
Figure 3 for Efficient Lottery Ticket Finding: Less Data is More
Figure 4 for Efficient Lottery Ticket Finding: Less Data is More

  Access Paper or Ask Questions

Self-Damaging Contrastive Learning


Jun 06, 2021
Ziyu Jiang, Tianlong Chen, Bobak Mortazavi, Zhangyang Wang

Figure 1 for Self-Damaging Contrastive Learning
Figure 2 for Self-Damaging Contrastive Learning
Figure 3 for Self-Damaging Contrastive Learning
Figure 4 for Self-Damaging Contrastive Learning
* ICML 2021 
  Access Paper or Ask Questions

SAFIN: Arbitrary Style Transfer With Self-Attentive Factorized Instance Normalization


May 20, 2021
Aaditya Singh, Shreeshail Hingane, Xinyu Gong, Zhangyang Wang

Figure 1 for SAFIN: Arbitrary Style Transfer With Self-Attentive Factorized Instance Normalization
Figure 2 for SAFIN: Arbitrary Style Transfer With Self-Attentive Factorized Instance Normalization
Figure 3 for SAFIN: Arbitrary Style Transfer With Self-Attentive Factorized Instance Normalization
Figure 4 for SAFIN: Arbitrary Style Transfer With Self-Attentive Factorized Instance Normalization
* Accepted at ICME 2021, 5 Pages + 1 Page (references) 
  Access Paper or Ask Questions

Undistillable: Making A Nasty Teacher That CANNOT teach students


May 16, 2021
Haoyu Ma, Tianlong Chen, Ting-Kuei Hu, Chenyu You, Xiaohui Xie, Zhangyang Wang

Figure 1 for Undistillable: Making A Nasty Teacher That CANNOT teach students
Figure 2 for Undistillable: Making A Nasty Teacher That CANNOT teach students
Figure 3 for Undistillable: Making A Nasty Teacher That CANNOT teach students
Figure 4 for Undistillable: Making A Nasty Teacher That CANNOT teach students
* ICLR 2021 
 * ICLR 2021(Spotlight). Code is available at https://github.com/VITA-Group/Nasty-Teacher 
  Access Paper or Ask Questions

Troubleshooting Blind Image Quality Models in the Wild


May 14, 2021
Zhihua Wang, Haotao Wang, Tianlong Chen, Zhangyang Wang, Kede Ma

Figure 1 for Troubleshooting Blind Image Quality Models in the Wild
Figure 2 for Troubleshooting Blind Image Quality Models in the Wild
Figure 3 for Troubleshooting Blind Image Quality Models in the Wild
Figure 4 for Troubleshooting Blind Image Quality Models in the Wild
* 7 pages, 3 tables 
  Access Paper or Ask Questions

Learning Transferable 3D Adversarial Cloaks for Deep Trained Detectors


Apr 22, 2021
Arman Maesumi, Mingkang Zhu, Yi Wang, Tianlong Chen, Zhangyang Wang, Chandrajit Bajaj

Figure 1 for Learning Transferable 3D Adversarial Cloaks for Deep Trained Detectors
Figure 2 for Learning Transferable 3D Adversarial Cloaks for Deep Trained Detectors
Figure 3 for Learning Transferable 3D Adversarial Cloaks for Deep Trained Detectors
Figure 4 for Learning Transferable 3D Adversarial Cloaks for Deep Trained Detectors

  Access Paper or Ask Questions

InstantNet: Automated Generation and Deployment of Instantaneously Switchable-Precision Networks


Apr 22, 2021
Yonggan Fu, Zhongzhi Yu, Yongan Zhang, Yifan Jiang, Chaojian Li, Yongyuan Liang, Mingchao Jiang, Zhangyang Wang, Yingyan Lin

Figure 1 for InstantNet: Automated Generation and Deployment of Instantaneously Switchable-Precision Networks
Figure 2 for InstantNet: Automated Generation and Deployment of Instantaneously Switchable-Precision Networks
Figure 3 for InstantNet: Automated Generation and Deployment of Instantaneously Switchable-Precision Networks
Figure 4 for InstantNet: Automated Generation and Deployment of Instantaneously Switchable-Precision Networks
* Accepted at DAC 2021 
  Access Paper or Ask Questions

Cross-Modal Contrastive Learning for Abnormality Classification and Localization in Chest X-rays with Radiomics using a Feedback Loop


Apr 19, 2021
Yan Han, Chongyan Chen, Ahmed Tewfik, Benjamin Glicksberg, Ying Ding, Yifan Peng, Zhangyang Wang

Figure 1 for Cross-Modal Contrastive Learning for Abnormality Classification and Localization in Chest X-rays with Radiomics using a Feedback Loop
Figure 2 for Cross-Modal Contrastive Learning for Abnormality Classification and Localization in Chest X-rays with Radiomics using a Feedback Loop
Figure 3 for Cross-Modal Contrastive Learning for Abnormality Classification and Localization in Chest X-rays with Radiomics using a Feedback Loop
Figure 4 for Cross-Modal Contrastive Learning for Abnormality Classification and Localization in Chest X-rays with Radiomics using a Feedback Loop
* Preprint 
  Access Paper or Ask Questions

"BNN - BN = ?": Training Binary Neural Networks without Batch Normalization


Apr 16, 2021
Tianlong Chen, Zhenyu Zhang, Xu Ouyang, Zechun Liu, Zhiqiang Shen, Zhangyang Wang

Figure 1 for "BNN - BN = ?": Training Binary Neural Networks without Batch Normalization
Figure 2 for "BNN - BN = ?": Training Binary Neural Networks without Batch Normalization
Figure 3 for "BNN - BN = ?": Training Binary Neural Networks without Batch Normalization
Figure 4 for "BNN - BN = ?": Training Binary Neural Networks without Batch Normalization

  Access Paper or Ask Questions

A Design Space Study for LISTA and Beyond


Apr 08, 2021
Tianjian Meng, Xiaohan Chen, Yifan Jiang, Zhangyang Wang

Figure 1 for A Design Space Study for LISTA and Beyond
Figure 2 for A Design Space Study for LISTA and Beyond
Figure 3 for A Design Space Study for LISTA and Beyond
Figure 4 for A Design Space Study for LISTA and Beyond
* Published as a conference paper at ICLR 2021 
  Access Paper or Ask Questions

Bootstrapping Your Own Positive Sample: Contrastive Learning With Electronic Health Record Data


Apr 07, 2021
Tingyi Wanyan, Jing Zhang, Ying Ding, Ariful Azad, Zhangyang Wang, Benjamin S Glicksberg

Figure 1 for Bootstrapping Your Own Positive Sample: Contrastive Learning With Electronic Health Record Data
Figure 2 for Bootstrapping Your Own Positive Sample: Contrastive Learning With Electronic Health Record Data
Figure 3 for Bootstrapping Your Own Positive Sample: Contrastive Learning With Electronic Health Record Data
Figure 4 for Bootstrapping Your Own Positive Sample: Contrastive Learning With Electronic Health Record Data

  Access Paper or Ask Questions

Contrastive Syn-to-Real Generalization


Apr 06, 2021
Wuyang Chen, Zhiding Yu, Shalini De Mello, Sifei Liu, Jose M. Alvarez, Zhangyang Wang, Anima Anandkumar

Figure 1 for Contrastive Syn-to-Real Generalization
Figure 2 for Contrastive Syn-to-Real Generalization
Figure 3 for Contrastive Syn-to-Real Generalization
Figure 4 for Contrastive Syn-to-Real Generalization
* Accepted in ICLR 2021 
  Access Paper or Ask Questions

The Elastic Lottery Ticket Hypothesis


Mar 30, 2021
Xiaohan Chen, Yu Cheng, Shuohang Wang, Zhe Gan, Jingjing Liu, Zhangyang Wang

Figure 1 for The Elastic Lottery Ticket Hypothesis
Figure 2 for The Elastic Lottery Ticket Hypothesis
Figure 3 for The Elastic Lottery Ticket Hypothesis
Figure 4 for The Elastic Lottery Ticket Hypothesis

  Access Paper or Ask Questions