19 citations · 22 across the 7 of their papers we have counts for
4 papers · 1 filter
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…
Domain Adaptation Without the Compute Burden for Efficient Whole Slide Image Analysis
Umar Marikkar, Muhammad Awais, Sara Atito
Computational methods on analyzing Whole Slide Images (WSIs) enable early diagnosis and treatments by supporting pathologists in detection and classification of tumors. However, th…
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…
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…