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Anabia Sohail

2 accepted papers

2025

Multi-Resolution Pathology-Language Pre-training Model with Text-Guided Visual Representation

CVPR 2025poster

In Computational Pathology (CPath), the introduction of Vision-Language Models (VLMs) has opened new avenues for research, focusing primarily on aligning image-text pairs at a single magnification level. However, this approach might not be sufficient for tasks like cancer subtype classification, tis…

2025

Vision-Language Neural Graph Featurization for Extracting Retinal Lesions

ICCV 2025poster

Retinopathy comprises a group of retinal disorders that can lead to severe visual impairments or blindness. The heterogeneous morphology of lesions poses a significant challenge in developing robust diagnostic systems. Supervised approaches rely on large labeled datasets and often struggle with gene…

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