2 papers
cs.CV2024
SAM Fewshot Finetuning for Anatomical Segmentation in Medical Images
Weiyi Xie, Nathalie Willems, Shubham Patil +2
We propose a straightforward yet highly effective few-shot fine-tuning strategy for adapting the Segment Anything (SAM) to anatomical segmentation tasks in medical images. Our nove…
cs.CV2024
Semi-Supervised Segmentation via Embedding Matching
Weiyi Xie, Nathalie Willems, Nikolas Lessmann +2
Deep convolutional neural networks are widely used in medical image segmentation but require many labeled images for training. Annotating three-dimensional medical images is a time…