Noisy Differentiable Architecture Search

May 19, 2020
Xiangxiang Chu, Bo Zhang, Xudong Li

* Make use of noise to address collapse from excessive skip connections in DARTS 

  Access Model/Code and Paper
Bringing Old Photos Back to Life

Apr 20, 2020
Ziyu Wan, Bo Zhang, Dongdong Chen, Pan Zhang, Dong Chen, Jing Liao, Fang Wen

* CVPR 2020 Oral, project website: 

  Access Model/Code and Paper
Cross-domain Correspondence Learning for Exemplar-based Image Translation

Apr 12, 2020
Pan Zhang, Bo Zhang, Dong Chen, Lu Yuan, Fang Wen

* CVPR 2020 
* Accepted as a CVPR 2020 oral paper 

  Access Model/Code and Paper
Automatic, Dynamic, and Nearly Optimal Learning Rate Specification by Local Quadratic Approximation

Apr 07, 2020
Yingqiu Zhu, Yu Chen, Danyang Huang, Bo Zhang, Hansheng Wang

* 10 pages, 5 figures 

  Access Model/Code and Paper
Perceptual Image Super-Resolution with Progressive Adversarial Network

Mar 19, 2020
Lone Wong, Deli Zhao, Shaohua Wan, Bo Zhang

  Access Model/Code and Paper
Domain-Specific Image Super-Resolution with Progressive Adversarial Network

Mar 10, 2020
Lone Wong, Deli Zhao, Shaohua Wan, Bo Zhang

  Access Model/Code and Paper
Performance Analysis and Optimization in Privacy-Preserving Federated Learning

Feb 29, 2020
Kang Wei, Jun Li, Ming Ding, Chuan Ma, Hang Su, Bo Zhang, H. Vincent Poor

  Access Model/Code and Paper
A Wasserstein Minimum Velocity Approach to Learning Unnormalized Models

Feb 18, 2020
Ziyu Wang, Shuyu Cheng, Yueru Li, Jun Zhu, Bo Zhang

* AISTATS 2020 

  Access Model/Code and Paper
MixPath: A Unified Approach for One-shot Neural Architecture Search

Jan 22, 2020
Xiangxiang Chu, Xudong Li, Yi Lu, Bo Zhang, Jixiang Li

* Bridge the gap between one shot NAS and multi branch using shadow BN. Model Ranking is good 

  Access Model/Code and Paper
Neural Architecture Search on Acoustic Scene Classification

Dec 30, 2019
Jixiang Li, Chuming Liang, Bo Zhang, Zhao Wang, Fei Xiang, Xiangxiang Chu

  Access Model/Code and Paper
Latent Variables on Spheres for Sampling and Spherical Inference

Dec 21, 2019
Deli Zhao, Jiapeng Zhu, Bo Zhang

  Access Model/Code and Paper
Triple Generative Adversarial Networks

Dec 20, 2019
Chongxuan Li, Kun Xu, Jiashuo Liu, Jun Zhu, Bo Zhang

  Access Model/Code and Paper
Realization of spatial sparseness by deep ReLU nets with massive data

Dec 16, 2019
Charles K. Chui, Shao-Bo Lin, Bo Zhang, Ding-Xuan Zhou

* 15pages, 4 figures 

  Access Model/Code and Paper
Automatic quality assessment for 2D fetal sonographic standard plane based on multi-task learning

Dec 11, 2019
Hong Luo, Han Liu, Kejun Li, Bo Zhang

* 14 pages, 10 figures, this paper is submitted to "Medical Image Analysis" 

  Access Model/Code and Paper
Fair DARTS: Eliminating Unfair Advantages in Differentiable Architecture Search

Nov 27, 2019
Xiangxiang Chu, Tianbao Zhou, Bo Zhang, Jixiang Li

* Dicussions about the root cause of the performance collapse from skip connections in DARTS plus a unified framework to alleviate it 

  Access Model/Code and Paper
DBSN: Measuring Uncertainty through Bayesian Learning of Deep Neural Network Structures

Nov 22, 2019
Zhijie Deng, Yucen Luo, Jun Zhu, Bo Zhang

  Access Model/Code and Paper
In Vitro Fertilization (IVF) Cumulative Pregnancy Rate Prediction from Basic Patient Characteristics

Nov 10, 2019
Bo Zhang, Yuqi Cui, Meng Wang, Jingjing Li, Lei Jin, Dongrui Wu

  Access Model/Code and Paper
Regularized Adversarial Sampling and Deep Time-aware Attention for Click-Through Rate Prediction

Nov 03, 2019
Yikai Wang, Liang Zhang, Quanyu Dai, Fuchun Sun, Bo Zhang, Yang He, Weipeng Yan, Yongjun Bao

* CIKM 2019 Long Paper, 10 pages 

  Access Model/Code and Paper
Understanding and Stabilizing GANs' Training Dynamics with Control Theory

Sep 29, 2019
Kun Xu, Chongxuan Li, Huanshu Wei, Jun Zhu, Bo Zhang

  Access Model/Code and Paper
Pruning from Scratch

Sep 27, 2019
Yulong Wang, Xiaolu Zhang, Lingxi Xie, Jun Zhou, Hang Su, Bo Zhang, Xiaolin Hu

* 12 pages, 9 figures 

  Access Model/Code and Paper
Document Rectification and Illumination Correction using a Patch-based CNN

Sep 20, 2019
Xiaoyu Li, Bo Zhang, Jing Liao, Pedro V. Sander

* 11 pages, 10 figures 

  Access Model/Code and Paper
A Data-Center FPGA Acceleration Platform for Convolutional Neural Networks

Sep 17, 2019
Xiaoyu Yu, Yuwei Wang, Jie Miao, Ephrem Wu, Heng Zhang, Yu Meng, Bo Zhang, Biao Min, Dewei Chen, Jianlin Gao

  Access Model/Code and Paper
MoGA: Searching Beyond MobileNetV3

Sep 13, 2019
Xiangxiang Chu, Bo Zhang, Ruijun Xu

* nas for fast mobile gpu aware image classification 

  Access Model/Code and Paper
ScarletNAS: Bridging the Gap Between Scalability and Fairness in Neural Architecture Search

Sep 13, 2019
Xiangxiang Chu, Bo Zhang, Jixiang Li, Qingyuan Li, Ruijun Xu

  Access Model/Code and Paper
Blind Geometric Distortion Correction on Images Through Deep Learning

Sep 08, 2019
Xiaoyu Li, Bo Zhang, Pedro V. Sander, Jing Liao

* 10 pages, 11 figures, published in CVPR 2019 

  Access Model/Code and Paper
Multi-Task Deep Learning with Dynamic Programming for Embryo Early Development Stage Classification from Time-Lapse Videos

Aug 22, 2019
Zihan Liu, Bo Huang, Yuqi Cui, Yifan Xu, Bo Zhang, Lixia Zhu, Yang Wang, Lei Jin, Dongrui Wu

  Access Model/Code and Paper