Tongshun Zhang

Tongshun Zhang (张同顺)

Lecturer

School of Artificial Intelligence
Tiangong University

Email: bywl_zts@163.com

I received my Ph.D. degree from the College of Computer Science and Technology, Jilin University (09/2023–09/2026). I am currently working as a Lecturer in the School of Artificial Intelligence, Tiangong University. My primary research focuses on Low-Level Vision, particularly Low-Light Image Enhancement (LLIE). Feel free to contact me via email for collaborations or inquiries.

[Google Scholar] [GitHub]

News

First-Author or Corresponding-Author Papers

Unifying Amplitude-Phase Couplingand Reliable Endogenous Priors for Low-Light Image Enhancement
Tongshun Zhang, Zixuan Zhong, Pingping Liu*, Jin Kuang, Yubing Lu, Dong Liu, Qiuzhan Zhou
IEEE Transactions on Multimedia (TMM) 2026 (SCI-1, CCF-A)
A Physically-Grounded Attack and Adaptive Defense Framework for Real-World Low-Light Image Enhancement
Tongshun Zhang, Pingping Liu*, Yuqing Lei, Zixuan Zhong, Qiuzhan Zhou, Zhiyuan Zha
arXiv 2026 [PDF] [Code]
Enhanced Fourier-based Network for Low-Light Image Enhancement
Tongshun Zhang, JiaQi Zhang, Pingping Liu*, Qiuzhan Zhou
Information Fusion (INFFUS) 2026 (SCI-1)
SPJFNet: Self-Mining Prior-Guided Joint Frequency Enhancement for Ultra-Efficient Dark Image Restoration
Tongshun Zhang, Pingping Liu*, Zijian Zhang, Qiuzhan Zhou
AAAI Conference on Artificial Intelligence (AAAI 2026) (CCF-A) [PDF] [Code]
Beyond Illumination: Fine-Grained Detail Preservation in Extreme Dark Image Restoration
Tongshun Zhang, Pingping Liu*, Zixuan Zhong, Zijian Zhang, Qiuzhan Zhou
AAAI Conference on Artificial Intelligence (AAAI 2026) (CCF-A) [PDF] [Code]
CIVQLLIE: Causal Intervention with Vector Quantization for Low-Light Image Enhancement
Tongshun Zhang, Pingping Liu*, Zhe Zhang, Qiuzhan Zhou
arXiv 2025 [PDF] [Code]
BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement
Tongshun Zhang, Pingping Liu*, Mengen Cai, Zijian Zhang, Yubing Lu, Qiuzhan Zhou
arXiv 2025 [PDF] [Code]
CWNet: Causal Wavelet Network for Low-Light Image Enhancement
Tongshun Zhang, Pingping Liu*, Yubing Lu, Mengen Cai, Zijian Zhang, Zhe Zhang, Qiuzhan Zhou
International Conference on Computer Vision (ICCV 2025) (CCF-A) [PDF] [Code]
DMFourLLIE: Dual-Stage and Multi-Branch Fourier Network for Low-Light Image Enhancement
Tongshun Zhang, Pingping Liu*, Ming Zhao, Haotian Lv
ACM International Conference on Multimedia (ACM MM 2024) (CCF-A) [PDF] [Code]
Cross-modal guided and refinement-enhanced Retinex network for robust low-light image enhancement
Tongshun Zhang, Pingping Liu*, Mengen Cai, Xiaoyi Wang, Qiuzhan Zhou
Information Fusion (INFFUS) 2025 (SCI-1) [PDF] [Code]
APMoE-Net: Fourier Amplitude-Phase Joint Enhancement and MoE Compensation for Low-Light Image Enhancement
Mengen Cai, Tongshun Zhang†, Pingping Liu*, Qiuzhan Zhou
Expert Systems with Applications (ESWA) 2025 (SCI-1) [PDF] [Code]

Co-Authored Papers

WCLINet: Wavelet-Guided Chrominance-Luminance Interaction via Cross Modulation for Low-Light Image Enhancement
Pingping Liu, Ming Yang, Tongshun Zhang, Qiuzhan Zhou, Aohua Li, Qingyi Xue
Expert Systems with Applications (ESWA) 2026 (SCI-1) [PDF]
FreSH: Frequency-Segmented Hierarchical Multi-Expert Framework for Multivariate Time Series Classification
Pingping Liu, Muyao Wang, Zijian Zhang, Tongshun Zhang, Hao Miao, Guorui Xie, Qingliang Li, Qiuzhan Zhou
International Joint Conference on Artificial Intelligence (IJCAI) 2026 (CCF-B)
HyperISTD: Angular-Consistent Modeling in Hyperbolic Space for Infrared Small Target Detection
Yubing Lu, Pingping Liu*, Tongshun Zhang, Aohua Li, Qiuzhan Zhou
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT) 2026 (SCI-1)
Synergistic Mamba: Mastering Global Frequency and Local Spatial Contexts for Low-light Image Enhancement
Shijun Fu, Pingping Liu*, Tongshun Zhang, Hongwei Zhao, Qiuzhan Zhou
Expert Systems with Applications (ESWA) 2026 (SCI-1) [PDF] [Code]
Physics-Driven Feature Decoupling for Infrared Small Targets: A Dual Geometry-Guided Experts Network
Yubing Lu, Pingping Liu*, Tongshun Zhang, Aohua Li, Qiuzhan Zhou
Knowledge-Based Systems (KBS) 2026 (SCI-1) [PDF]
PQGNet: Perceptual Query Guided Network for Infrared Small Target Detection
Pingping Liu*, Aohua Li, Yubing Lu, Tongshun Zhang, Ming Yang, Qiuzhan Zhou
IEEE Transactions on Geoscience and Remote Sensing (TGRS) 2026 (SCI-1) [PDF]
SpineBench: A Clinically Salient, Level-Aware Benchmark Powered by the SpineMed-450k Corpus
Ming Zhao, Pingping Liu, Tongshun Zhang, et al.
International Conference on Learning Representations (ICLR 2026) (CCF-A) [PDF]
Differentiable histogram-guided unsupervised Retinex enhancement for paired low-light images
Liyuan Yin, Pingping Liu*, Tongshun Zhang, Hongwei Zhao, Qiuzhan Zhou
Expert Systems with Applications (ESWA) 2025 (SCI-1) [PDF] [Code]
Multi-modal fusion guided retinex-based low-light image enhancement
Pingping Liu*, Xiaoyi Wang, Tongshun Zhang, Liyuan Yin
Expert Systems with Applications (ESWA) 2025 (SCI-1) [PDF]
ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning
Ming Zhao, Pingping Liu*, Tongshun Zhang, Zhe Zhang
IEEE International Conference on Multimedia and Expo (ICME 2025) (CCF-B) [PDF]
Adaptive illumination and noise-free detail recovery via visual decomposition for low-light image enhancement
Pingping Liu*, Tianqi Li, Qiuzhan Zhou, Tongshun Zhang
Computer Vision and Image Understanding (CVIU) 2025 (CCF-B) [PDF]

Reviewer

Awards & Achievements