activity
20242026
most citedMxT: Mamba x Transformer for Image Inpainting

3 citations · 5 across the 11 of their papers we have counts for

collaborators

13 papers

cs.CV2026

HSTGFormer: Hyper Spatial-Temporal Graph Transformer for 3D Human Pose Estimation

Ruochen Li, Shuang Chen, Wenke E +2

Transformer-based methods have achieved strong performance in monocular 3D human pose estimation, but most existing approaches organise spatial and temporal reasoning as separate s…

cs.CV2026

MDTD-ArtIR: Benchmarking Image Editing and Restoration Models for Art Image Restoration under Texture-Overlay Degradations

Mridula Vijendran, Shuang Chen, Hubert P. H. Shum

Restoring severely degraded visual media still remains a formidable challenge, as existing methods often hallucinate unnatural textures and contents, struggle with preserving color…

cs.CV2026

Motion-Adaptive Multi-Scale Temporal Modelling with Skeleton-Constrained Spatial Graphs for Efficient 3D Human Pose Estimation

Ruochen Li, Shuang Chen, Wenke E +2

Accurate 3D human pose estimation from monocular videos requires effective modelling of complex spatial and temporal dependencies. However, existing methods often face challenges i…

cs.CV2025

CaFlow: Enhancing Long-Term Action Quality Assessment with Causal Counterfactual Flow

Ruisheng Han, Kanglei Zhou, Shuang Chen +2

Action Quality Assessment (AQA) predicts fine-grained execution scores from action videos and is widely applied in sports, rehabilitation, and skill evaluation. Long-term AQA, as i…

cs.AI2025

BOOST: Out-of-Distribution-Informed Adaptive Sampling for Bias Mitigation in Stylistic Convolutional Neural Networks

Mridula Vijendran, Shuang Chen, Jingjing Deng +1

The pervasive issue of bias in AI presents a significant challenge to painting classification, and is getting more serious as these systems become increasingly integrated into task…

cs.RO2025

Deep Learning-Enhanced Visual Monitoring in Hazardous Underwater Environments with a Swarm of Micro-Robots

Shuang Chen, Yifeng He, Barry Lennox +2

Long-term monitoring and exploration of extreme environments, such as underwater storage facilities, is costly, labor-intensive, and hazardous. Automating this process with low-cos…

cs.AI2024

Artificial Intelligence for Geometry-Based Feature Extraction, Analysis and Synthesis in Artistic Images: A Survey

Mridula Vijendran, Jingjing Deng, Shuang Chen +2

Artificial Intelligence significantly enhances the visual art industry by analyzing, identifying and generating digitized artistic images. This review highlights the substantial be…

cs.CV2024

SEM-Net: Efficient Pixel Modelling for image inpainting with Spatially Enhanced SSM

Shuang Chen, Haozheng Zhang, Amir Atapour-Abarghouei +1

Image inpainting aims to repair a partially damaged image based on the information from known regions of the images. \revise{Achieving semantically plausible inpainting results is…

cs.CV2024

One-Index Vector Quantization Based Adversarial Attack on Image Classification

Haiju Fan, Xiaona Qin, Shuang Chen +2

To improve storage and transmission, images are generally compressed. Vector quantization (VQ) is a popular compression method as it has a high compression ratio that suppresses ot…

cs.CV2024★ 3 cited

MxT: Mamba x Transformer for Image Inpainting

Shuang Chen, Amir Atapour-Abarghouei, Haozheng Zhang +1

Image inpainting, or image completion, is a crucial task in computer vision that aims to restore missing or damaged regions of images with semantically coherent content. This techn…

eess.IV2024

Depth-Aware Endoscopic Video Inpainting

Francis Xiatian Zhang, Shuang Chen, Xianghua Xie +1

Video inpainting fills in corrupted video content with plausible replacements. While recent advances in endoscopic video inpainting have shown potential for enhancing the quality o…

cs.CV2024

Geometric Features Enhanced Human-Object Interaction Detection

Manli Zhu, Edmond S. L. Ho, Shuang Chen +2

Cameras are essential vision instruments to capture images for pattern detection and measurement. Human-object interaction (HOI) detection is one of the most popular pattern detect…

cs.CV2024★ 2 cited

HINT: High-quality INPainting Transformer with Mask-Aware Encoding and Enhanced Attention

Shuang Chen, Amir Atapour-Abarghouei, Hubert P. H. Shum

Existing image inpainting methods leverage convolution-based downsampling approaches to reduce spatial dimensions. This may result in information loss from corrupted images where t…