Yunbo WANG

I am an assistant professor at Shanghai Jiao Tong University. I do research in deep learning, especially in the areas of predictive learning, spatiotemporal modeling, and model-based planning for POMDPs.

I received my Ph.D. from Tsinghua University, advised by Prof. Philip S. Yu and Prof. Mingsheng Long, and my B.S. degree from Xi'an Jiaotong University. I also spent time in Prof. Joshua B. Tenenbaum's lab at MIT as a visiting researcher, working with Dr. Jiajun Wu.

Email: yunbow@sjtu.edu.cn

[Google Scholar]

Preprints

Adversarial Pyramid Network for Video Domain Generalization
Zhiyu Yao*, Yunbo Wang*, Xingqiang Du, Mingsheng Long, and Jianmin Wang
[PDF]

PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning
Yunbo Wang*, Haixu Wu*, Jianjin Zhang, Zhifeng Gao, Jianmin Wang, Philip S. Yu, and Mingsheng Long
[PDF] [PyTorch Code]

Publications


Context-Aware Image Inpainting with Learned Semantic Priors
Wendong Zhang, Junwei Zhu, Ying Tai, Yunbo Wang, Wenqing Chu, Bingbing Ni, Chengjie Wang, and Xiaokang Yang
IJCAI 2021

Bilevel Online Adaptation for Out-of-Domain Human Mesh Reconstruction
Shanyan Guan*, Jingwei Xu*, Yunbo Wang, Bingbing Ni, Xiaokang Yang
CVPR 2021 [PDF] [Project Page] [PyTorch Code]

MetaSets: Meta-Learning on Point Sets for Generalizable Representations
Chao Huang*, Zhangjie Cao*, Yunbo Wang*, Jianmin Wang, Mingsheng Long
CVPR 2021 [PDF]

Unsupervised Transfer Learning for Spatiotemporal Predictive Networks
Zhiyu Yao*, Yunbo Wang*, Mingsheng Long, and Jianmin Wang
ICML 2020 [PDF] [PyTorch Code]

DualSMC: Tunneling Differentiable Filtering and Planning under Continuous POMDPs
Yunbo Wang*, Bo Liu*, Jiajun Wu, Yuke Zhu, Simon S. Du, Li Fei-Fei, and Joshua B. Tenenbaum
IJCAI 2020 [PDF] [Project Page] [PyTorch Code]

Probabilistic Video Prediction from Noisy Data with a Posterior Confidence
Yunbo Wang, Jiajun Wu, Mingsheng Long, and Joshua B. Tenenbaum
CVPR 2020 [PDF] [Project Page]

Progressive Adversarial Networks for Fine-Grained Domain Adaptation
Sinan Wang, Xinyang Chen, Yunbo Wang, Mingsheng Long, and Jianmin Wang
CVPR 2020 [PDF]

A Multi-Player Minimax Game for Diversifying Multi-Discriminators of Generative Adversarial Networks
Ying Jin, Yunbo Wang, Mingsheng Long, Jianmin Wang, Philip S. Yu, and Jiaguang Sun
ICME 2020 [PDF]

Multi-Task Learning of Generalizable Representations for Video Action Recognition
Zhiyu Yao*, Yunbo Wang*, Mingsheng Long, Jianmin Wang, Philip S. Yu, and Jiaguang Sun
ICME 2020 [PDF]

Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics
Yunbo Wang*, Jianjin Zhang*, Hongyu Zhu, Mingsheng Long, Jianmin Wang, and Philip S. Yu
CVPR 2019 [PDF] [TensorFlow Code]

Eidetic 3D LSTM: A Model for Video Prediction and Beyond
Yunbo Wang, Lu Jiang, Ming-Hsuan Yang, Li-Jia Li, Mingsheng Long, and Li Fei-Fei
ICLR 2019 [PDF] [Poster] [TensorFlow Code]

PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning
Yunbo Wang, Zhifeng Gao, Mingsheng Long, Jianmin Wang, and Philip S. Yu
ICML 2018 [PDF] [TensorFlow Code]

PredCNN: Predictive Learning with Cascade Convolutions
Ziru Xu*, Yunbo Wang*, Mingsheng Long, and Jianmin Wang
IJCAI 2018 [PDF]

PredRNN: Recurrent Neural Networks for Predictive Learning Using Spatiotemporal LSTMs
Yunbo Wang, Mingsheng Long, Jianmin Wang, Zhifeng Gao, and Philip S. Yu
NeurIPS 2017 [PDF] [PyTorch Code]

Spatiotemporal Pyramid Network for Video Action Recognition
Yunbo Wang, Mingsheng Long, Jianmin Wang, and Philip S. Yu
CVPR 2017 [PDF]

A Feasibility Study of Ray Tracing on Mobile GPUs
Yunbo Wang, Chunfeng Liu, and Yangdong Deng
SIGGRAPH Asia 2014 [PDF]

Awards
Outstanding Doctoral Dissertation Award, China Computer Federation (CCF), 2020

Senior PC Member
IJCAI 2021

Session Chair
IJCAI 2020 - [Machine Learning] Deep Learning: Sequence Modeling

PC Member | Reviewer
TPAMI, NeurIPS, ICML, ICLR, CVPR, ICCV, ECCV, AAAI