Publications (10)
Improved Mutual Mean-Teaching for Unsupervised Domain Adaptive Re-ID
Yixiao Ge, Shijie Yu, Dapeng Chen
In this technical report, we present our submission to the VisDA Challenge in ECCV 2020 and we achieved one of the top-performing results on the leaderboard. Our solution is based…
CrackESS: A Self-Prompting Crack Segmentation System for Edge Devices
Yingchu Wang, Ji He, Shijie Yu
Structural Health Monitoring (SHM) is a sustainable and essential approach for infrastructure maintenance, enabling the early detection of structural defects. Leveraging computer v…
Neighbourhood-guided Feature Reconstruction for Occluded Person Re-Identification
Shijie Yu, Dapeng Chen, Rui Zhao +2
Person images captured by surveillance cameras are often occluded by various obstacles, which lead to defective feature representation and harm person re-identification (Re-ID) per…
Explainable Deepfake Detection with RL Enhanced Self-Blended Images
Ning Jiang, Dingheng Zeng, Yanhong Liu +5
Most prior deepfake detection methods lack explainable outputs. With the growing interest in multimodal large language models (MLLMs), researchers have started exploring their use…
COCAS: A Large-Scale Clothes Changing Person Dataset for Re-identification
Shijie Yu, Shihua Li, Dapeng Chen +3
Recent years have witnessed great progress in person re-identification (re-id). Several academic benchmarks such as Market1501, CUHK03 and DukeMTMC play important roles to promote…
Multiple Domain Experts Collaborative Learning: Multi-Source Domain Generalization For Person Re-Identification
Shijie Yu, Feng Zhu, Dapeng Chen +5
Recent years have witnessed significant progress in person re-identification (ReID). However, current ReID approaches still suffer from considerable performance degradation when un…
Layerwise Optimization by Gradient Decomposition for Continual Learning
Shixiang Tang, Dapeng Chen, Jinguo Zhu +2
Deep neural networks achieve state-of-the-art and sometimes super-human performance across various domains. However, when learning tasks sequentially, the networks easily forget th…
Complementary Relation Contrastive Distillation
Jinguo Zhu, Shixiang Tang, Dapeng Chen +5
Knowledge distillation aims to transfer representation ability from a teacher model to a student model. Previous approaches focus on either individual representation distillation o…
Unified Face Attack Detection via Fine-Grained Semantic Guidance
Ning Jiang, Shijie Yu, Dingheng Zeng +4
The growing applications of facial recognition systems are accompanied by increasingly diverse security threats. Existing datasets lack detailed textual descriptions of forgery cue…
Orthogonal Constrained Minimization with Tensor Regularization for HSI Denoising and Destriping
Xiaoxia Liu, Shijie Yu, Jian Lu +1
Hyperspectral images~(HSIs) are often contaminated by a mixture of noise such as Gaussian noise, dead lines, stripes, and so on. In this paper, we propose a multi-scale low-rank te…