Open-World / Open-Vocabulary From survey PDF — verify links
MEL-VLP
MEL-VLP — Uncertainty Calibration
IEEE TMM · 2025Human-reviewed summary status
Survey summary
Open-world weakly supervised setting using multi-scale temporal modeling and multimodal evidential collaborative learning to estimate uncertainty and dynamically calibrate anomaly boundaries.
Taxonomy placement
Open-World
Open-WorldOpen-VocabularyUncertainty Calibration
Method characteristics
Open-World / Open-VocabularyEvidential learningMulti-scaleBoundary calibration