Tag: Uncertainty Estimation

All the articles with the tag "Uncertainty Estimation".

• Label-efficient Single Photon Images Classification via Active Learning

  Published: 16 May, 2025 |  at  11:11 AM

  

  95.02 🤔

  This paper proposes an active learning framework for single-photon image classification that uses imaging condition-aware synthetic augmentation and a diversity-guided uncertainty-inconsistency sampling strategy to achieve high accuracy (97% on synthetic, 90.63% on real-world data) with significantly fewer labeled samples (1.5% and 8%, respectively) compared to baselines.