3 papers
cs.CV2025
LINGUAL: Language-INtegrated GUidance in Active Learning for Medical Image Segmentation
Md Shazid Islam, Shreyangshu Bera, Sudipta Paul +1
Although active learning (AL) in segmentation tasks enables experts to annotate selected regions of interest (ROIs) instead of entire images, it remains highly challenging, labor-i…
cs.CV2023
ODES: Domain Adaptation with Expert Guidance for Online Medical Image Segmentation
Md Shazid Islam, Sayak Nag, Arindam Dutta +4
Unsupervised domain adaptive segmentation typically relies on self-training using pseudo labels predicted by a pre-trained network on an unlabeled target dataset. However, the nois…
cs.CV2023
Learning Deformable 3D Graph Similarity to Track Plant Cells in Unregistered Time Lapse Images
Md Shazid Islam, Arindam Dutta, Calvin-Khang Ta +5
Tracking of plant cells in images obtained by microscope is a challenging problem due to biological phenomena such as large number of cells, non-uniform growth of different layers…