Alert button
Picture for Yen-Kuang Chen

Yen-Kuang Chen

Alert button

MILAN: Masked Image Pretraining on Language Assisted Representation

Aug 15, 2022
Zejiang Hou, Fei Sun, Yen-Kuang Chen, Yuan Xie, Sun-Yuan Kung

Figure 1 for MILAN: Masked Image Pretraining on Language Assisted Representation
Figure 2 for MILAN: Masked Image Pretraining on Language Assisted Representation
Figure 3 for MILAN: Masked Image Pretraining on Language Assisted Representation
Figure 4 for MILAN: Masked Image Pretraining on Language Assisted Representation
Viaarxiv icon

CHEX: CHannel EXploration for CNN Model Compression

Mar 29, 2022
Zejiang Hou, Minghai Qin, Fei Sun, Xiaolong Ma, Kun Yuan, Yi Xu, Yen-Kuang Chen, Rong Jin, Yuan Xie, Sun-Yuan Kung

Figure 1 for CHEX: CHannel EXploration for CNN Model Compression
Figure 2 for CHEX: CHannel EXploration for CNN Model Compression
Figure 3 for CHEX: CHannel EXploration for CNN Model Compression
Figure 4 for CHEX: CHannel EXploration for CNN Model Compression
Viaarxiv icon

Compact Multi-level Sparse Neural Networks with Input Independent Dynamic Rerouting

Dec 21, 2021
Minghai Qin, Tianyun Zhang, Fei Sun, Yen-Kuang Chen, Makan Fardad, Yanzhi Wang, Yuan Xie

Figure 1 for Compact Multi-level Sparse Neural Networks with Input Independent Dynamic Rerouting
Figure 2 for Compact Multi-level Sparse Neural Networks with Input Independent Dynamic Rerouting
Figure 3 for Compact Multi-level Sparse Neural Networks with Input Independent Dynamic Rerouting
Figure 4 for Compact Multi-level Sparse Neural Networks with Input Independent Dynamic Rerouting
Viaarxiv icon

Load-balanced Gather-scatter Patterns for Sparse Deep Neural Networks

Dec 20, 2021
Fei Sun, Minghai Qin, Tianyun Zhang, Xiaolong Ma, Haoran Li, Junwen Luo, Zihao Zhao, Yen-Kuang Chen, Yuan Xie

Figure 1 for Load-balanced Gather-scatter Patterns for Sparse Deep Neural Networks
Figure 2 for Load-balanced Gather-scatter Patterns for Sparse Deep Neural Networks
Figure 3 for Load-balanced Gather-scatter Patterns for Sparse Deep Neural Networks
Figure 4 for Load-balanced Gather-scatter Patterns for Sparse Deep Neural Networks
Viaarxiv icon

Effective Model Sparsification by Scheduled Grow-and-Prune Methods

Jun 18, 2021
Xiaolong Ma, Minghai Qin, Fei Sun, Zejiang Hou, Kun Yuan, Yi Xu, Yanzhi Wang, Yen-Kuang Chen, Rong Jin, Yuan Xie

Figure 1 for Effective Model Sparsification by Scheduled Grow-and-Prune Methods
Figure 2 for Effective Model Sparsification by Scheduled Grow-and-Prune Methods
Figure 3 for Effective Model Sparsification by Scheduled Grow-and-Prune Methods
Figure 4 for Effective Model Sparsification by Scheduled Grow-and-Prune Methods
Viaarxiv icon

Computation on Sparse Neural Networks: an Inspiration for Future Hardware

Apr 24, 2020
Fei Sun, Minghai Qin, Tianyun Zhang, Liu Liu, Yen-Kuang Chen, Yuan Xie

Figure 1 for Computation on Sparse Neural Networks: an Inspiration for Future Hardware
Figure 2 for Computation on Sparse Neural Networks: an Inspiration for Future Hardware
Figure 3 for Computation on Sparse Neural Networks: an Inspiration for Future Hardware
Viaarxiv icon

A Unified DNN Weight Compression Framework Using Reweighted Optimization Methods

Apr 12, 2020
Tianyun Zhang, Xiaolong Ma, Zheng Zhan, Shanglin Zhou, Minghai Qin, Fei Sun, Yen-Kuang Chen, Caiwen Ding, Makan Fardad, Yanzhi Wang

Figure 1 for A Unified DNN Weight Compression Framework Using Reweighted Optimization Methods
Figure 2 for A Unified DNN Weight Compression Framework Using Reweighted Optimization Methods
Figure 3 for A Unified DNN Weight Compression Framework Using Reweighted Optimization Methods
Figure 4 for A Unified DNN Weight Compression Framework Using Reweighted Optimization Methods
Viaarxiv icon

Learning in the Frequency Domain

Mar 12, 2020
Kai Xu, Minghai Qin, Fei Sun, Yuhao Wang, Yen-Kuang Chen, Fengbo Ren

Figure 1 for Learning in the Frequency Domain
Figure 2 for Learning in the Frequency Domain
Figure 3 for Learning in the Frequency Domain
Figure 4 for Learning in the Frequency Domain
Viaarxiv icon

Large-Scale Object Detection of Images from Network Cameras in Variable Ambient Lighting Conditions

Dec 31, 2018
Caleb Tung, Matthew R. Kelleher, Ryan J. Schlueter, Binhan Xu, Yung-Hsiang Lu, George K. Thiruvathukal, Yen-Kuang Chen, Yang Lu

Figure 1 for Large-Scale Object Detection of Images from Network Cameras in Variable Ambient Lighting Conditions
Figure 2 for Large-Scale Object Detection of Images from Network Cameras in Variable Ambient Lighting Conditions
Figure 3 for Large-Scale Object Detection of Images from Network Cameras in Variable Ambient Lighting Conditions
Figure 4 for Large-Scale Object Detection of Images from Network Cameras in Variable Ambient Lighting Conditions
Viaarxiv icon