Guoxi Huang (Edward)

I am a Postdoctoral Research Associate at the University of Bristol, advised by Prof. Nantheera Anantrasirichai (Pui). I am a member of the Visual Information Laboratory and the Bristol Vision Institute, which are both led by Prof. David Bull. Prior to this, I was a Senior Research Engineer at Baidu Inc. My research focuses on image generation, low-level vision, image/video understanding and other computer vision topics.

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If you are interested in collaborating, please contact me via email at guoxi.huang [at] bristol.ac.uk

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Publication (* = Equal Contribution, † = Corresponding Author)

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Prune Wisely, Reconstruct Sharply: Compact 3D Gaussian Splatting via Adaptive Pruning and Difference-of-Gaussian Primitives



Haoran Wang, Guoxi Huang , Fan Zhang, David Bull, Nantheera Anantrasirichaii
Conference on Computer Vision and Pattern Recognition (CVPR), 2026
paper / project / bibtex

A Compact 3D Gaussian Splatting framework with Difference-of-Gaussian Primitives

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Learning Fine-Grained Geometry for Sparse-View Splatting via Cascade Depth Loss



Wenjun Lu, Haodong Chen, Anqi Yi, Guoxi Huang, Yuk Ying Chung, Kun Hu, Zhiyong Wang
IEEE International Conference on Multimedia and Expo (ICME), 2026
paper / bibtex

HDGS uses cascaded multi-scale depth supervision to improve sparse-view splatting geometry and reconstruction fidelity.

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Bayesian Neural Networks for One-to-Many Mapping in Image Enhancement



Guoxi Huang , Qirui Yang, Zipeng Qi, RuiRui Lin, David Bull, Nantheera Anantrasirichaii
Association for the Advancement of Artificial Intelligence (AAAI), 2025
paper / project / bibtex

An image enhancement model that can generate multiple enhanced images using Bayesian Neural Networks.

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RUSplatting: Robust 3D Gaussian Splatting for Sparse-View Underwater Scene Reconstruction



Zhuodong Jiang, Haoran Wang, Guoxi Huang, Brett Seymour, Nantheera Anantrasirichai
British Machine Vision Conference (BMVC), 2025
paper / project / bibtex

A 3DGS for underwater scence rencostrction

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Layered Rendering Diffusion Model for Controllable Zero-Shot Image Synthesis



Zipeng Qi*, Guoxi Huang*†, Chenyang Liu, Fei Ye
European Conference on Computer Vision (ECCV), 2024
paper / project / bibtex

A novel image generation framework capable of producing images from specified layouts and shapes.

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BVI-RLV: A Fully Registered Dataset and Benchmarks for Low-Light Video Enhancement



Ruirui Lin, Guoxi Huang† , Joanne Lin, Qi Sun, Alexandra Malyugina, David Bull, Nantheera Anantrasirichai†
arxiv, 2024
paper / bibtex

A fully registered low-light video dataset.

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Masked Image Residual Learning for Scaling Deeper Vision Transformers



Guoxi Huang, Hongtao Fu, Adrian G Bors
Neural Information Processing Systems (NeurIPS), 2023
paper / project / bibtex

A novel masked image modeling framework for pre-training vision transformers.

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BQN: Busy-Quiet net enabled by motion band-pass module for action recognition



Guoxi Huang, Adrian G Bors
IEEE Transactions on Image Processing (TIP), 2022
paper / project / bibtex

An efficient plug-and-play action recognition approach.