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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.CV2026
Channel-Aware Probing for Multi-Channel Imaging
Umar Marikkar, Syed Sameed Husain, Muhammad Awais +1
Training and evaluating vision encoders on Multi-Channel Imaging (MCI) data remains challenging as channel configurations vary across datasets, preventing fixed-channel training an…
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…