48 citations · 104 across the 6 of their papers we have counts for
3 papers · 1 filter
GET: Generative Embedding Translation for Medical Image Segmentation
Md Maklachur Rahman, Md Hasan Al Banna, Saraf Anjum +2
Generative segmentation provides an alternative to direct pixel-wise prediction by operating on learned latent representations, but effective image-to-mask translation must preserv…
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…