UAV-Acquired Ship Hull Image Stitching for Inspection: A New Benchmark and Multi-task Edge-Aware Stitching Network
Under review, under review  
Hongru Xu, Zhe Hou, Chenjia Wang and Xinghui Dong.
[Paper] [Project Page] [Code]

UAV-Based Maritime Object Tracking: A New Data Set and Dynamic Multi-scale Fusion Transformer
Under review, under review  
Xinyue Wang, Jingjing Xiao and Xinghui Dong.
[Paper] [Project Page] [Code]

Retinex Meets Language: A Physics-Semantics-Guided Underwater Image Enhancement Network
Under review, under review  
Shixuan Xu, Yabo Liu, Junyu Dong and Xinghui Dong.
[Paper] [Project Page] [Code]

SPGDD-GPT: Image-Text-Driven Generic Defect Diagnosis Using a Self-prompted Large Vision-Language Model
IEEE Transactions on Automation Science and Engineering  
Shengwang An and Xinghui Dong.
[Paper] [Project Page] [Code]

IS-SSD: Instance Segmentation Adapted to Small-Sample Domains
Under review, under review  
Yixuan Zhan, Wei Wang, Haifeng Xia, Junyu Dong and Xinghui Dong.
[Paper] [Project Page] [Code]

Boundary-Aware Distracted Attention Network for Camouflaged Object Detection
IEEE Transactions on Artificial Intelligence  
Yihan Shang, Lin Wang, Junyu Dong and Xinghui Dong.
[Paper] [Project Page] [Code]

TPCM-SegNet: A Text-Prompted Dual-Path Convolution-Mamba Network for Anomaly Segmentation
IEEE Transactions on Circuits and Systems for Video Technology  
Borong Xu, Junyu Dong and Xinghui Dong.
[Paper] [Project Page] [Code]

Water Reflection Detection Using Symmetric Attention
Under review, under review  
Shuxuan Yao, Chengjia Wang, Jianyuan Sun, Junyu Dong and Xinghui Dong.
[Paper] [Project Page] [Code]

SU-STTrack: Single Target Tracking with Contextual Prompts in Scene Understanding
IEEE Transactions on Artificial Intelligence,  
Xuelin Liu, Huiyu Zhou, Junyu Dong, Jingjing Xiao and Xinghui Dong.
[Paper] [Project Page] [Code]

DefectSynth: Few-Shot Defective Image Generation by Modeling Shape and Appearance
Under review, under review  
Dexu Zhao, Xukun Qin and Xinghui Dong.
[Paper] [Project Page] [Code]

TG-TSGNet: A Text-Guided Arbitrary-Resolution Terrain Scene Generation Network
IEEE Transactions on Image Processing  
Yifan Zhu, Yan Wang and Xinghui Dong.
[Paper] [Project Page] [Code]

Perception-Aware Underwater Image Quality Assessment: Data Set, Perceptual Quality Scores and Assessment Network
IEEE Transactions on Circuits and Systems for Video Technology  
Bosen Lin, Junyu Dong and Xinghui Dong.
[Paper] [Project Page] [Code]

Boundary-Aware Shape Recognition Using Graph Convolutional Networks
Pattern Recognition  
Jinming Zhao, Junyu Dong, Huiyu Zhou and Xinghui Dong.
[Paper] [Project Page] [Code]

Drone-Based Wall Crack Detection Using Model-Agnostic Meta-Learning
IEEE Transactions on Automation Science and Engineering  
Borong Xu, Wenxuan Shao and Xinghui Dong.
[Paper] [Project Page] [Code]

Fast Time Series Anomaly Detection Using An Efficient Periodicity-Aware Neural Network
Under review, under review  
Pengfei Li, Peishun Liu and Xinghui Dong.
[Paper] [Project Page] [Code]

A Semi-supervised Physics-Aware Triple-Stream Underwater Image Enhancement Network
Under review, under review  
Shixuan Xu, Hao Qi, Wei Wang, Chao Huang, Jie Wen, Junyu Dong, and Xinghui Dong.
[Paper] [Project Page] [Code]

A multi-task segmentation and classification network for remote ship hull inspection
Ocean Engineering,  
Bosen Lin and Xinghui Dong.
[Paper] [Project Page] [Code]

Terrain Scene Generation Using A Lightweight Vector Quantized Generative Adversarial Network
Transactions on Big Data  
Yan Wang, Huiyu Zhou and Xinghui Dong.
[Paper] [Project Page] [Code]

Perception-Aware Texture Similarity Prediction
IEEE Transactions on Image Processing  
WeiboWang and Xinghui Dong.
[Paper] [Project Page] [Code]

WRD-Net: Water Reflection Detection Using A Parallel Attention Transformer
Pattern Recognition  
Huijie Dong, Hao Qi, Huiyu Zhou, Junyu Dong and Xinghui Dong.
[Paper] [Project Page] [Code]

Edge-Guided Oceanic Scene Element Detection
Knowledge-Based Systems  
Keke Xiang, Xingshuai Dong, Weibo Wang, and Xinghui Dong.
[Paper] [Project Page] [Code]

Deep Color-Corrected Multi-scale Retinex Network for Underwater Image Enhancement
IEEE Transactions on Geoscience and Remote Sensing,  
Hao QI, Huiyu Zhou, Junyu Dong, and Xinghui Dong.
[Paper] [Project Page] [Code]

A Learnable Support Selection Scheme for Boosting Few-Shot Segmentation
Pattern Recognition  
Wenxuan Shao, Hao Qi, and Xinghui Dong.
[Paper] [Project Page] [Code]

Small Sample Image Segmentation By Coupling Convolutions and Transformers
IEEE Transactions on Circuits and Systems for Video Technology  
Hao QI, Huiyu Zhou, Junyu Dong, and Xinghui Dong.
[Paper] [Project Page] [Code]

Ship hull inspection: A survey
Ocean Engineering  
Bosen Lin and Xinghui Dong.
[Paper] [Project Page]

Unifying the Visual Perception of Humans and Machines on Fine-Grained Texture Similarity
In procedings of British Machine Vision Conference, BMVC2022  
Weibo Wang and Xinghui Dong.
[Paper] [Project Page] [Code]

Xinghui Dong

Xinghui Dong, Ph.D., is a Professor and doctoral supervisor at the School of Information Science and Engineering at Ocean University of China. He received his Ph.D. (2014) from Heriot-Watt University in the United Kingdom. Dr. Dong's academic journey includes a significant research period from 2015 to 2021 at the Centre for Imaging Sciences, University of Manchester. His research interests encompass computer vision, visual perception, deep learning, and intelligent testing.

Dr. Dong has authored 46 papers published in top-tier journals and international conferences, including IEEE TPAMI, IEEE TIP, IEEE TVCG, and prestigious conferences like ICCV and ECCV.
[Google Scholar]

Graduates of 2021

Huijie Dong, Hao Qi, Wenxuan Shao, Weibo Wang, Yan Wang, Keke Xiang

2021级毕业生

董慧洁，齐昊，邵文萱，汪卫博，王岩，项可可

Graduates of 2022

Zhe Hou, Pengfei Li, Xuelin Liu, Lin Wang, Jun Wang, Jinming Zhao

2022级毕业生

侯喆，李鹏飞，刘学琳，王麟，汪俊，赵津铭