Zhi Tian

I am currently a PhD Candidate at The University of Adelaide, Australia, advised by Prof. Chunhua Shen. I will graduate in 2021. Before coming to Adelaide, I was fortunate to work with Dr. Weilin Huang and Prof. Yu Qiao at Shenzhen Institutes of Advanced Technology (SIAT), Chinese Academy of Sciences.

I published a few well-known computer vision algorithms including the object detector FCOS, and the scene text detection method CTPN.
I was awarded Google Phd Fellowship in 2019.

Links to: [GitHub] [Google Scholar]

Research

I am working to develop high-performance and practical algorithms for the following computer vision research problems:

Publications

First or co-first author:

Conditional Convolutions for Instance Segmentation
Zhi Tian, Chunhua Shen, Hao Chen. ECCV 2020, Oral (top 2%)
[ArXiv Link] [Code]

DirectPose: Direct End-to-End Multi-Person Pose Estimation
Zhi Tian, Hao Chen, Chunhua Shen. Preprint 2019
[ArXiv Link]

FCOS: Fully Convolutional One-Stage Object Detection
Zhi Tian, Chunhua Shen, Hao Chen, Tong He. ICCV 2019
[ArXiv Link] [Code] [Code built on Detectron2]

Decoders Matter for Semantic Segmentation: Data-Dependent Decoding Enables Flexible Feature Aggregation
Zhi Tian*, Tong He*, Chunhua Shen, Youliang Yan. CVPR 2019
[ArXiv Link]

An End-to-end TextSpotter with Explicit Alignment and Attention
Tong He*, Zhi Tian*, Weilin Huang, Chunhua Shen, Yu Qiao, Changming Sun. CVPR 2018
[ArXiv Link] [Code]

Detecting Text in Natural Image with Connectionist Text Proposal Network
Zhi Tian, Weilin Huang, Tong He, Pan He, Yu Qiao. ECCV 2016
[ArXiv Link] [Code]

Non-first author:

Learning and Memorizing Representative Prototypes for 3D Point Cloud Semantic and Instance Segmentation
Tong He, Dong Gong, Zhi Tian, Chunhua Shen. ECCV 2020
[ArXiv Link]

BlendMask: Top-Down Meets Bottom-Up for Instance Segmentation
Hao Chen, Kunyang Sun, Zhi Tian, Chunhua Shen, Yongming Huang, Youliang Yan. CVPR 2020, Oral
[ArXiv Link] [Code]

NAS-FCOS: Fast Neural Architecture Search for Object Detection
Ning Wang, Yang Gao, Hao Chen, Peng Wang, Zhi Tian, Chunhua Shen. CVPR 2020
[ArXiv Link] [Code]

Mask Encoding for Single Shot Instance Segmentation
Rufeng Zhang, Zhi Tian, Mingyu You, Chunhua Shen, Youliang Yan. CVPR 2020
[ArXiv Link] [Code]

DiverseDepth: Affine-invariant Depth Prediction Using Diverse Data
Wei Yin, Xinlong Wang, Chunhua Shen, Yifan Liu, Zhi Tian, Songcen Xu, Changming Sun, Dou Renyin. Preprint 2020
[ArXiv Link] [Code]

Convolutional Character Networks
Linjie Xing, Zhi Tian, Weilin Huang, Matthew Scott. ICCV 2019
[ArXiv Link] [Code]

Knowledge Adaptation for Efficient Semantic Segmentation
Tong He, Chunhua Shen, Zhi Tian, Dong Gong, Changming Sun, Youliang Yan. CVPR 2019
[ArXiv Link]

Prominent Awards

Google Phd Fellowship 2019
Google Blog

First Place in Apps for Office Challenge
Imagine Cup 2014 World Finals, Microsoft

Professional Activities

Reviewer: NeurIPS 2020, IJCV, ECCV 2020, CVPR 2020, AAAI 2020, ICCV 2019 and CVPR 2019