Publications

Multi-Scale 2D Temporal Adjacent Networks for Moment Localization with Natural Language

Rank #1 in HACS Temporal Action Localization Challenge

AutoFormerV2: Searching the Search Space of Vision Transformer

Minghao Chen, Kan Wu, Bolin Ni, Houwen Peng*, Bei Liu, Jianlong Fu, Hongyang Chao, Haibin Ling
NeurIPS 2021 / Paper / Code (Coming soon)

Probing Inter-modality: Visual Parsing with Self-Attention for Vision-and-Language Pre-training

Hongwei Xue, Yupan Huang, Bei Liu, Houwen Peng, Jianlong Fu, Houqiang Li, Jiebo Luo
NeurIPS 2021 / Paper / Coming soon

Learning to Track Objects from Unlabled Videos

Jilai Zheng, Chao Ma, Houwen Peng, Xiaokang Yang

Rethinking and Improving Relative Position Encoding for Vision Transformer

Kan Wu, Houwen Peng*, Minghao Chen, Jianlong Fu, Hongyang Chao

AutoFormer: Searching Transformers for Visual Recognition

Minghao Chen, Houwen Peng*, Jianlong Fu, Haibin Ling

Learning Spatio-Temporal Transformer for Visual Tracking

Bin Yan, Houwen Peng*, Jianlong Fu, Dong Wang, Huchuan Lu
Rank #1 in VOT-2021 Challenge RGB-D Track

LightTrack: Finding Lightweight Neural Networks for Object Tracking via One-Shot Architecture Search

Bin Yan, Houwen Peng, Kan Wu, Dong Wang, Jianlong Fu, Huchuan Lu

One-Shot Neural Ensemble Architecture Search by Diversity-Guided Search Space Shrinking

Minghao Chen, Jianlong Fu, Haibin Ling

Cream of the Crop: Distilling Prioritized Paths For One-Shot Neural Architecture Search

Houwen Peng, Hao Du, Hongyuan Yu, Qi Li, Jing Liao, Jianlong Fu

Cyclic Differentiable Architecture Search

Ocean: Object-aware Anchor-free Tracking

Rank #2 in VOT-2020 Challenge Short-term and Real-Time Tracks

A Transductive Approach for Semi-Supervised Video Object Segmentation

Learning 2D Temporal Localization Networks for Moment Localization with Natural Language

Rank #1 in HACS Temporal Action Localization Challenge

Deeper and Wider Siamese Networks for Real-time Visual Tracking

Zhipeng Zhang, Houwen Peng*
Rank #1 in VOT-2019 Challenge RGB-D Track

AI Coach: Deep Human Pose Estimation and Analysis for Personalized Athletic Training Assistance

Multi-view Multi-instance Learning based on Joint Sparse Representation and Multi-view Dictionary Learning

Illumination Estimation based on Bilayer Sparse Coding

Salient Object Detection via Structured Matrix Decomposition

Predicting Image Memorability by Multi-view Adaptive Regression

RGBD Salient Object Detection: A Benchmark and Algorithms

Salient Object Detection via Low-rank and Structured Sparse Matrix Decomposition



Awards and Honors



Activities

    Reviewer or Program Committee for
  • International Conference on Learning Representations (ICLR), 2021, 2022
  • International Conference on Machine Learning (ICML), 2021.
  • AAAI Conference on Artificial Intelligence (AAAI), 2019, 2020, 2021.
  • Advances in Neural Information Processing Systems (NIPS), 2020, 2021.
  • IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016, 2019, 2020, 2021, 2022
  • IEEE International Conference on Computer Vision (ICCV), 2017, 2019, 2021
  • European Conference on Computer Vision (ECCV), 2018, 2020.
  • Winter Conference on Applications of Computer Vision, 2021, 2022
  • IEEE International Conference on Robotics and Automation (ICRA), 2013, 2015, 2020
  • IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI )
  • IEEE Transactions on Image Processing (TIP)
  • IEEE Transactions on Multimedia (TMM)
  • IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
  • Pattern Recognition (PR)
  • Area Chair / Senior PC for
  • ACM International Conference on Multimedia (MM), 2021.
  • AAAI Conference on Artificial Intelligence (AAAI), 2022.