Shihao Zhou

Shihao Zhou (周世豪)

I am a Last-year PhD student at Nankai University where I am advised by Prof. Jufeng Yang. Before that, I completed my Master at Xiamen University and obtained my BS degree at Zhejiang Gongshang University.

I am very fortunate to be co-advised by Prof. Jinshan Pan of Nanjing University of Science and Technology.

I am interested in 3D Computer Vision and Low-level Vision problems.

Email / CV / Bio / Google Scholar / Github

News

[Aug , 2025] ASTv2 is accepted by TPAMI 2025. Hugging Face Demo is available.

[Jun , 2025] HINT is accepted by ICCV 2025. Hugging Face Demo is available.

[Jun , 2025] I am recognized as one of the Outstanding Reviewers for CVPR 2025 (711/12593, 5.6%).

[Feb , 2025] MDT is accepted by CVPR 2025. Congrats to Duosheng.

[Jul , 2024] FPro is accepted by ECCV 2024. Hugging Face Demo is available.

[Feb , 2024] AST is accepted by CVPR 2024. Hugging Face Demo is available.

Publications (Selected)

	Learning An Adaptive Sparse Transformer for Efficient Image Restoration Shihao Zhou, Jinshan Pan, Jufeng Yang, IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 project page / early access / bibtex An extension of our pervious work AST (CVPR2024). The goal of this work is to recover clear images from their degraded versions by adaptively learning the most informative representations and mitigating noisy information within the features.
	Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image Restoration Shihao Zhou, Dayu Li, Jinshan Pan, Juncheng Zhou, Jinglei Shi, Jufeng Yang, IEEE/CVF International Conference on Computer Vision (ICCV), 2025 project page / arXiv / bibtex A Hierarchical multI-head atteNtion driven Transformer (HINT) model for removing undesired degradations from images.
	A Polarization-aided Transformer for Image Deblurring via Motion Vector Decomposition Duosheng Chen, Shihao Zhou, Jinshan Pan, Jinglei Shi, Lishen Qu, Jufeng Yang, IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025 (Highlight) project page / arXiv / bibtex A transformer-based architecture augmented with polarized modules for deblurring via motion vector decomposition.
	Seeing the Unseen: A Frequency Prompt Guided Transformer for Image Restoration Shihao Zhou, Jinshan Pan, Jinglei Shi, Duosheng Chen, Lishen Qu, Jufeng Yang, European Conference on Computer Vision (ECCV), 2024 project page / arXiv / bibtex We develop a Frequency Prompting image restoration method, dubbed FPro, which can effectively provide prompt components from a frequency perspective to guild the restoration model.
	Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image Restoration Shihao Zhou, Duosheng Chen, Jinshan Pan, Jinglei Shi, Jufeng Yang, IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024 project page / pdf / bibtex An efficient Transformer-based model, termed AST, that facilitates the flow of the most useful information forward, extracting more constructive features for the recovery of clear images.
	JSL3d: Joint subspace learning with implicit structure supervision for 3D pose estimation Mengxi Jiang, Shihao Zhou, Cuihua Li, Yunqi Lei Pattern Recognition (PR), 132(2022) 108965 project page / pdf / bibtex A novel joint subspace learning approach with implicit structure supervision based on Sparse Representation (SR) model.
	DC-GNet: Deep Mesh Relation Capturing Graph Convolution Network for 3D Human Shape Reconstruction Shihao Zhou, Mengxi Jiang, Shanshan Cai, Yunqi Lei ACM International Conference on Multimedia (MM), 2021 (Oral Presentation) project page / poster / supplementary / arXiv / bibtex Exploring deep relations within mesh vertices and proposing a shape completion task for human mesh reconstruction.
	Towards Locality Similarity Preserving to 3D Human Pose Estimation Shihao Zhou, Mengxi Jiang, Qicong Wang, Yunqi Lei Asian Conference on Computer Vision (ACCV) Workshop, 2020 project page / pdf / bibtex A simple example-based approach with locality similarity preserving to estimate 3D human pose.

Fundings

2024 National Natural Science Foundation (NSFC) Youth Basic Research Project (PhD).

Academic Services

Journal Reviewer:

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
IEEE Transactions on Multimedia (TMM)
Knowledge-Based Systems (KBS)
IET Image Processing (IET-IPR)

Conference Reviewer:

Annual Conference on Neural Information Processing Systems (NeurIPS)
IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
IEEE International Conference on Computer Vision (ICCV)
ACM International Conference on Multimedia (ACM MM)
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
Chinese Conference on Pattern Recognition and Computer Vision (PRCV)

‘Whether I shall turn out to be the hero of my own life,

or whether that station will be held by anybody else,

these pages must show ‘

This guy has an awesome website.