2 papers
cs.CV2026
MSA-DCNN: A Data-Efficient Multi-Scale Attention Deformable CNN for Medical Image Classification
Hamza Hussaini, Shahana Bano, Eyad Elyan +2
Existing deep learning methods perform well in medical image classification but struggle with multi-scale morphology and limited annotations due to fixed sampling and data-hungry t…
cs.CV2025
Multi-Stage Boundary-Aware Transformer Network for Action Segmentation in Untrimmed Surgical Videos
Rezowan Shuvo, M S Mekala, Eyad Elyan
Understanding actions within surgical workflows is critical for evaluating post-operative outcomes and enhancing surgical training and efficiency. Capturing and analyzing long sequ…