3 papers
cs.CV2026
DC-ViT: Modulating Spatial and Channel Interactions for Multi-Channel Images
Umar Marikkar, Syed Sameed Husain, Muhammad Awais +1
Training and evaluation in multi-channel imaging (MCI) remains challenging due to heterogeneous channel configurations arising from varying staining protocols, sensor types, and ac…
cs.CV2025
C3R: Channel Conditioned Cell Representations for unified evaluation in microscopy imaging
Umar Marikkar, Syed Sameed Husain, Muhammad Awais +1
Immunohistochemical (IHC) images reveal detailed information about structures and functions at the subcellular level. However, unlike natural images, IHC datasets pose challenges f…
cs.CV2025
One Model for ALL: Low-Level Task Interaction Is a Key to Task-Agnostic Image Fusion
Chunyang Cheng, Tianyang Xu, Zhenhua Feng +7
Advanced image fusion methods mostly prioritise high-level missions, where task interaction struggles with semantic gaps, requiring complex bridging mechanisms. In contrast, we pro…