2 papers
cs.CV2026
Extending Decoupled Attention to Dense Prediction and Masked Training for Multi-Channel Images
Umar Marikkar, Sameed Husain, Muhammad Awais +1
Multi-Channel imaging (MCI) data differs fundamentally from natural images, as each channel records a semantically distinct signal rather than a colour band. To adapt vision encode…
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…