I am a Ph.D. student (2018-2023, expected) at State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing (LIESMARS), Wuhan University. I received B.S. degree from the School of Geography and Information Engineering, China University of Geosciences, Wuhan, China, in 2018. I'm now a member of RSIDEA group, advised by Prof. Yanfei Zhong and Prof. Liangpei Zhang.

My research interest is in remote sensing visual perception, computer vision/earth vision, especially multi-modal remote sensing image analysis. My research goal is to design original and insightful Earth vision technologies to make high positive impacts on the geoscience field. Meanwhile, I am an enthusiast of remote sensing data science competitions.

Update: I am looking for a postdoc research position. If you are interested in my research, feel free to contact me.

Email: zhengzhuo [at] whu [dot] edu [dot] cn

Recent News

2021.10, One paper is accepted by NeurIPS 2021 Datasets and Benchmarks.

2021.10, One paper is accepted by ISPRS P&RS.

2021.08, One paper is accepted by RSE.

2021.07, One paper is accepted by ICCV 2021.

2021.07, I win the 5th place in the Overhead Geopose Challenge hosted by NGA.

2021.03, Our team win the 4th place in 2021 IEEE GRSS Data Fusion Contest, Track: Multitemporal Semantic Change Detection.

2021.03, Our PE&RS paper wins the first place in the 2021 John I. Davidson President’s Award.

2020.12, One paper is accepted by ISPRS P&RS.

2020.11, the source code of FarSeg (CVPR 2020) has been available.

2020.10, I win the 2020 Graduate Academic Innovation Outstanding Prize.

2020.06, I win the top graduate award at SpaceNet 6 & EarthVision workshop challenge at CVPR 2020.

2020.05, the source code of FPGA (TGRS 2020) has been available.

Selected Publication

 

ChangeMask: Deep Multi-task Encoder-Transformer-Decoder Architecture for Semantic Change Detection
Zhuo Zheng, Yanfei Zhong, Shiqi Tian, Ailong Ma, Liangpei Zhang
ISPRS Journal of Photogrammetry and Remote Sensing (ISPRS P&RS), 2021
SCI Q1 Top, IF=8.979, ranking it 1 out of 50 in Geography, Physical
paper    code (soon)
Highlight: Disentangled semantic and change representation and temporal symmetric transformer (TST) for semantic change detection.

 

Building Damage Assessment for Rapid Disaster Response with a Deep Object-based Semantic Change Detection Framework: from natural disasters to man-made disasters
Zhuo Zheng, Yanfei Zhong, Junjue Wang, Ailong Ma, Liangpei Zhang
Remote Sensing of Environment (RSE), 2021
SCI Q1 Top, IF=10.164, ranking it 1 out of 32 in Remote Sensing
paper    code
Highlight: A deep object-based semantic change detection method for building damage assessment in the context of disaster response.

 

Change is Everywhere: Single-Temporal Supervised Object Change Detection in Remote Sensing Imagery
Zhuo Zheng, Ailong Ma, Liangpei Zhang, Yanfei Zhong
International Conference on Computer Vision (ICCV), 2021
paper     project     code
Highlight: A single-temporal supervised learning algorithm and a plug-and-play change detection head: ChangeMixin for change detection.
The method has been included in microsoft/torchgeo

 

LoveDA: A Remote Sensing Land-Cover Dataset for Domain Adaptive Semantic Segmentation
Junjue Wang*, Zhuo Zheng*, Ailong Ma, Xiaoyan Lu, Yanfei Zhong (* Equal contribution)
35th Annual Conference on Neural Information Processing Systems (NeurIPS Datasets & Benchmarks Track), 2021
paper     dataset/code

 

Deep Multisensor Learning for Missing-Modality All-Weather Mapping
Zhuo Zheng, Ailong Ma, Liangpei Zhang, Yanfei Zhong
ISPRS Journal of Photogrammetry and Remote Sensing (ISPRS P&RS), 2021
SCI Q1 Top, IF=8.979, ranking it 1 out of 50 in Geography, Physical
paper
Highlight: A registration-free multi-modal/sensor learning algorithm via exploring meta-modal/sensory representation for all-weather mapping.

 

Foreground-Aware Relation Network for Geospatial Object Segmentation in High Spatial Resolution Remote Sensing Imagery
Zhuo Zheng, Yanfei Zhong, Junjue Wang, Ailong Ma
Computer Vision and Pattern Recognition (CVPR), 2020
paper     code
Highlight: Explicit foreground modeling from the perspectives of relation and optimization for real-time geospatial object segmentation.
The method has been included in microsoft/torchgeo

 

FPGA: Fast Patch-Free Global Learning Framework for Fully End-to-End Hyperspectral Image Classification
Zhuo Zheng, Yanfei Zhong, Ailong Ma, Liangpei Zhang
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2020
paper     code
Highlight: Patch-free is all you need towards faster and stronger hyperspectral image classification.

 

HyNet: Hyper-scale object detection network framework for multiple spatial resolution remote sensing imagery
Zhuo Zheng, Yanfei Zhong, Ailong Ma, Xiaobing Han, Ji Zhao, Yanfei Liu, Liangpei Zhang
ISPRS Journal of Photogrammetry and Remote Sensing (ISPRS P&RS), 2020
SCI Q1 Top, IF=8.979, ranking it 1 out of 50 in Geography, Physical
paper
Highlight: Hyper-scale = Multi-scale × Multi-scale, a new perspective of scale modeling at the convolutional groups.

 

COLOR: Cycling, Offline Learning, and Online Representation Framework for Airport and Airplane Detection Using GF-2 Satellite Images
Yanfei Zhong, Zhuo Zheng*, Ailong Ma, Xiaoyan Lu, Liangpei Zhang   (* denotes the corresponding author)
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2020
SCI Q1 Top, IF=5.6
paper
Highlight: Evolvable model and dataset: making your model and dataset both great again for new domain data.

Award

National Scholarship for Graduate Student  (博士研究生国家奖学金)
announcement
Overhead Geopose Challenge, 5th Place (5/444)
This challenge is hosted by the National Geospatial-Intelligence Agency (NGA)
Zhuo Zheng (id: chuchu in the leaderboard)
website
2021 IEEE GRSS Data Fusion Contest, Track: Multitemporal Semantic Change Detection, 4th Place
Zhuo Zheng, Junjue Wang, Yinhe Liu, Shiqi Tian, Yanfei Zhong, Ailong Ma
website   announcement
2021 John I. Davidson President’s Award, 1st Place
announcement
2020 Graduate Academic Innovation Outstanding Prize, Wuhan University (武汉大学“研究生学术创新奖” 特等奖 (研究生学术创新校长奖))
announcement
SpaceNet 6 & EarthVision workshop challenge at CVPR 2020, Top Graduate Award
Zhuo Zheng, Junjue Wang, Dingyuan Chen (Team name: __EVER__ in Topcoder)
website   announcement
xView2 Challenge, 4th Place (4/3500+), overall
Zhuo Zheng, Junjue Wang, Yanfei Zhong, Ailong Ma, Liangpei Zhang
website   code
2019 IEEE GRSS Data Fusion Contest, Single-view Semantic 3D Challenge, 2nd Place
Zhuo Zheng, Yanfei Zhong, Junjue Wang
website   tech report

Academic Service

Reviewer
  • IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
  • International Journal of Computer Vision (IJCV)
  • IEEE Transactions on Cybernetics (TCYB)
  • IEEE Transactions on Geoscience and Remote Sensing (TGRS)
  • IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)
Program Committee
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