Akobir Musaev

Rethinking Decoder Design for Transformer-Based Polyp Segmentation

Accurate polyp segmentation in colonoscopy images is critical for early detection and prevention of colorectal cancer, yet remains challenging due to variable polyp appearance, size, and boundary ambiguity. While recent transformer-based encoders such as Mix Vision Transformer (MiT) have demonstrated strong feature ext...