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Author

Muhammad Awais

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Preprint Sep 2026

Extending Decoupled Attention to Dense Prediction and Masked Training for Multi-Channel Images

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 encoders to MCI data, Multi-Channel Vision Transformers (MC-ViTs) tokenize each channel independently and concatenate the resulting tokens into on...

Umar Marikkar, S. Husain, Muhammad Awais et al. · 0 citations

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