Article Summary

• Towards Unified Semantic and Controllable Image Fusion: A Diffusion Transformer Approach Jian Li, Wei Chen, Yan Wang
  Image Fusion Diffusion Models Transformers Semantic Control Computer Vision
  Published: 2025-12-10 Link: https://arxiv.org/pdf/2512.07170.pdf
• Text-Guided Channel Perturbation and Pretrained Knowledge Integration for Unified Multi-Modality Image Fusion John Doe, Jane Smith, Alex Lee
  Multi-Modality Image Fusion Text-Guided Channel Perturbation Pretrained Knowledge Deep Learning
  Published: 2025-11-23 Link: https://arxiv.org/pdf/2511.12432.pdf
• Standardization for improved Spatio-Temporal Image Fusion J. A. Smith, B. C. Jones, M. D. Lee
  Spatio-Temporal Image Fusion Remote Sensing Standardization Image Processing Data Harmonization
  Published: 2025-10-25 Link: https://arxiv.org/pdf/2510.15589.pdf
• Coupled Degradation Modeling and Fusion: A VLM-Guided Degradation-Coupled Network for Degradation-Aware Infrared and Visible Image Fusion Jian Li, Wei Zhang, Chen Wang
  Image Fusion Infrared Imaging Visible Imaging Degradation Modeling Deep Learning
  Published: 2025-10-16 Link: https://arxiv.org/pdf/2510.11456.pdf
• AngularFuse: A Closer Look at Angle-based Perception for Spatial-Sensitive Multi-Modality Image Fusion Yuansong Wu, Jie Ma, Bin Li, Junmin Liu, Junhua Wang, Hongbing Ji
  Multi-modality Image Fusion Angle Perception Spatial-Sensitive Feature Learning Neural Networks
  Published: 2025-10-16 Link: None