48 citations · 104 across the 6 of their papers we have counts for
3 papers · 1 filter
Dual-Domain Cross-Modal Decoding for Clinical Text-Guided Medical Image Segmentation
Md Maklachur Rahman, Tracy Hammond
Clinical text can narrow down what to segment, but recent text-guided designs emphasize spatial alignment while overlooking frequency content that governs texture and boundaries. W…
MambaLiteUNet: Cross-Gated Adaptive Feature Fusion for Robust Skin Lesion Segmentation
Md Maklachur Rahman, Soon Ki Jung, Tracy Hammond
Recent segmentation models have demonstrated promising efficiency by aggressively reducing parameter counts and computational complexity. However, these models often struggle to ac…
Mamba in Vision: A Comprehensive Survey of Techniques and Applications
Md Maklachur Rahman, Abdullah Aman Tutul, Ankur Nath +3
Mamba is emerging as a novel approach to overcome the challenges faced by Convolutional Neural Networks (CNNs) and Vision Transformers (ViTs) in computer vision. While CNNs excel a…