Chunyang Cheng
Chunyang Cheng

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Chunyang Cheng 程春阳

Postdoctoral researcher at Jiangnan University. My research interest focuses on image fusion.

Status: Postdoc
Institution: Jiangnan University
Advisors: Xin Ma, Xiao-Jun Wu, Josef Kittler
Location: Wuxi, China
Research Interest: Image Fusion
E-mail: chunyang_cheng@jiangnan.edu.cn
Google Scholar Code Repository

Experience

Education and research appointments

Publications

Representative and recent works

  1. “EvaNet: Towards More Efficient and Consistent Infrared and Visible Image Fusion Assessment.” IEEE TPAMI, 2026. CCF-A EvaJudge PlatformpaperCode
  2. “Beyond Strict Pairing: Arbitrarily Paired Training for High-Performance Infrared and Visible Image Fusion.” CVPR, 2026. CCF-A paperCode
  3. “Controllable Foundation Model for Visible and Infrared Image Fusion with All-in-One Bad Weather Removal.” IEEE TMM, 2026. CCF-A
  4. “Depth-Nutrition: A Novel Food Nutrition Prediction Framework Guided by Deconstruction of Physical Features.” IEEE TMM, 2025. CCF-A paper
  5. “SMLNet: A SPD Manifold Learning Network for Infrared and Visible Image Fusion.” IJCV, 2025. CCF-A paperCode
  6. “Revisiting RGBT Tracking Benchmarks from the Perspective of Modality Validity: A New Benchmark, Problem, and Solution.” IEEE TIP, 2025. CCF-A paperCode
  7. “S4Fusion: Saliency-aware Selective State Space Model for Infrared Visible Image Fusion.” IEEE TIP, 2025. CCF-A paperCode
  8. “Serial Over Parallel: Learning Continual Unification for Multi-Modal Visual Object Tracking and Benchmarking.” ACM MM, 2025. CCF-A paperCode
  9. “GrFormer: A Novel Transformer on Grassmann Manifold for Infrared and Visible Image Fusion.” Information Fusion, 2025. 一区-Top paper
  10. “One Model for ALL: Low-Level Task Interaction Is a Key to Task-Agnostic Image Fusion.” CVPR, 2025. CCF-A paperCode
  11. “TextFusion: Unveiling the power of textual semantics for controllable image fusion.” Information Fusion, 2025. 一区-Top paperCode
  12. “FusionBooster: A Unified Image Fusion Boosting Paradigm.” IJCV, 2025. CCF-A paperCode
  13. “Conti-Fuse: A novel continuous decomposition-based fusion framework for infrared and visible images.” Information Fusion, 2025. 一区-Top paperCode
  14. “SMFuse: Two-Stage Structural Map Aware Network for Multi-focus Image Fusion.” ICPR, 2025. CCF-C paper
  15. “MMDRFuse: Distilled Mini-Model with Dynamic Refresh for Multi-Modality Image Fusion.” ACM MM (oral), 2024. CCF-A paperCode
  16. “Learning Feature Restoration Transformer for Robust Dehazing Visual Object Tracking.” IJCV, 2024. CCF-A paper
  17. “DePF: A novel fusion approach based on decomposition pooling for infrared and visible images.” IEEE TIM, 2023. IEEE-汇刊 papercode
  18. “LE2Fusion: A novel local edge enhancement module for infrared and visible image fusion.” ICIG, 2023. CCF-C papercode
  19. “MUFusion: A general unsupervised image fusion network based on memory unit.” Information Fusion, 2023. 一区-Top paperCode
  20. “UNIFusion: A lightweight unified image fusion network.” IEEE TIM, 2021. IEEE-汇刊 paperCode

Awards & Projects

Selected honors and projects