3 papers
cs.CV2026
Bayesian-Optimized Superpixel-GrabCut for Traceable Optic Disc Segmentation
Shraddha Changune, Vivek Noel Soren, Gautam Das +1
Optic disc (OD) segmentation is essential for diagnosing ophthalmic pathologies from retinal fundus images. However, prevailing deep learning approaches operate as opaque black box…
cs.CV2025
Mimicking Human Visual Development for Learning Robust Image Representations
Ankita Raj, Kaashika Prajaapat, Tapan Kumar Gandhi +1
The human visual system is remarkably adept at adapting to changes in the input distribution; a capability modern convolutional neural networks (CNNs) still struggle to match. Draw…
cs.CV2025
CrossMed: A Multimodal Cross-Task Benchmark for Compositional Generalization in Medical Imaging
Pooja Singh, Siddhant Ujjain, Tapan Kumar Gandhi +1
Recent advances in multimodal large language models have enabled unified processing of visual and textual inputs, offering promising applications in general-purpose medical AI. How…