computer-vision-10
Vision-Language Segmentation
3260 papers • 126 benchmarks • 313 datasets
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Most implemented papers
Exploring Transfer Learning in Medical Image Segmentation using Vision-Language Models
K. Poudel, Manish Dhakal, Prasiddha Bhandari, Rabin Adhikari, Safal Thapaliya, Bishesh Khanal•Mon Aug 14 2023
This study introduces the first systematic study on transferring VLSMs to 2D medical images, using carefully curated datasets encompassing diverse modalities and insightful language prompts and experiments, and demonstrates that although VLSMs show competitive performance compared to image-only models for segmentation after finetuning in limited medical image datasets, not all VLSMs utilize the additional information from language prompts.