2025
Diffusion-Driven Two-Stage Active Learning for Low-Budget Semantic Segmentation
NeurIPS 2025poster
Semantic segmentation demands dense pixel-level annotations, which can be prohibitively expensive -- especially under extremely constrained labeling budgets. In this paper, we address the problem of low-budget active learning for semantic segmentation by proposing a novel two-stage selection pipelin…