ADAptation selects breast ultrasound images for expert annotation by combining diffusion-based style transfer, hypersphere contrastive learning, and a dual uncertainty-representativeness score, and claims improved fine-tuning accuracy at low annotation budgets.
In: Proceedings of the AAAI Conference on Artificial Intelligence
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2025 1verdicts
REJECT 1representative citing papers
citing papers explorer
-
ADAptation: Reconstruction-based Unsupervised Active Learning for Breast Ultrasound Diagnosis
ADAptation selects breast ultrasound images for expert annotation by combining diffusion-based style transfer, hypersphere contrastive learning, and a dual uncertainty-representativeness score, and claims improved fine-tuning accuracy at low annotation budgets.