Innova Research

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We are a Singapore-based research team afflicated to X-Lab & IRDC, SenseTime Research. Thriving to bring together computer vision and computer graphics, our research interests include 3D Vision and Virtual Humans.
We offer full-time/internship positions for talented individuals who look forward to expanding the boundary of human knowledge and/or transforming ideas into commercial values. PhD opportunities are also available in collaboration with world-leading universities for prospective students.
Contact us at innova@sensetime.com.

Publications

2021

VRCNet
Variational Relational Point Completion Network

Liang Pan, Xinyi Chen, Zhongang Cai, Junzhe Zhang, Haiyu Zhao,
Shuai Yi, Ziwei Liu
CVPR 2021, Oral
[Coming Soon]

ShapeInversion
Unsupervised 3D Shape Completion through GAN Inversion

Junzhe Zhang, Xinyi Chen, Zhongang Cai, Liang Pan, Haiyu Zhao,
Shuai Yi, Chai Kiat Yeo, Bo Dai, Chen Change Loy
CVPR 2021
[Coming Soon]

BiPointNet
BiPointNet: Binary Neural Network for Point Clouds

Haotong Qin*, Zhongang Cai*, Mingyuan Zhang*, Yifu Ding, Haiyu Zhao,
Shuai Yi, Xianglong Liu, Hao Su
ICLR 2021
[Paper] [Project Page] [Code]

REFINE
REFINE: Prediction Fusion Network for Panoptic Segmentation

Jiawei Ren*, Cunjun Yu*, Zhongang Cai*, Mingyuan Zhang, Chongsong Chen,
Haiyu Zhao, Shuai Yi, Hongsheng Li
AAAI 2021
[Paper] [Project Page]

Efficient Attention
Efficient Attention: Attention with Linear Complexities

Zhuoran Shen*, Mingyuan Zhang*, Haiyu Zhao, Shuai Yi, Hongsheng Li
WACV 2021
[Paper] [Code]

2020

BALMS
Balanced Meta-Softmax for Long-Tailed Visual Recognition

Jiawei Ren, Cunjun Yu, Shunan Sheng, Xiao Ma, Haiyu Zhao,
Shuai Yi, Hongsheng Li
NeurIPS 2020
[Paper] [Project Page] [Code]

STAR
Spatio-Temporal Graph Transformer Networks for Pedestrian
Trajectory Prediction

Cunjun Yu*, Xiao Ma*, Jiawei Ren, Haiyu Zhao, Shuai Yi
ECCV 2020
[Paper] [Project Page] [Code]

MessyTable
MessyTable: Instance Association in Multiple Camera Views

Zhongang Cai*, Junzhe Zhang*, Daxuan Ren, Cunjun Yu, Haiyu Zhao,
Shuai Yi, Chai Kiat Yeo, Chen Change Loy
ECCV 2020
[Paper] [Project Page] [Code] [Dataset]

Team

Researchers
Haiyu Zhao, Zhongang Cai, Mingyuan Zhang, Jiawei Ren
IPP Students
Junzhe Zhang, Zhejun Tang, Daxuan Ren, Zhipeng Luo, Goh Yu Chen, Ju Chuang
Research Interns
Daisheng Jin, Chongzhi Zhang, Jiatong Li
Alumni

Last updated: May. 2021