Vision-Language Segmentation

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Most implemented papers

Exploring Transfer Learning in Medical Image Segmentation using Vision-Language Models

naamiinepal/medvlsm 15 Aug 2023

Medical image segmentation with deep learning is an important and widely studied topic because segmentation enables quantifying target structure size and shape that can help in disease diagnosis, prognosis, surgery planning, and understanding.

Synthetic Boost: Leveraging Synthetic Data for Enhanced Vision-Language Segmentation in Echocardiography

naamiinepal/synthetic-boost 22 Sep 2023

However, the lack of readily available data in echocardiography hampers the training of VLSMs.

Interpretable Diffusion via Information Decomposition

kxh001/info-decomp 12 Oct 2023

For diffusion models, we show that a natural non-negative decomposition of mutual information emerges, allowing us to quantify informative relationships between words and pixels in an image.