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cs.CV2024
Active Learning with Context Sampling and One-vs-Rest Entropy for Semantic Segmentation
Fei Wu, Pablo Marquez-Neila, Hedyeh Rafi-Tarii +1
Multi-class semantic segmentation remains a cornerstone challenge in computer vision. Yet, dataset creation remains excessively demanding in time and effort, especially for special…
cs.CV2023
Correlation-aware active learning for surgery video segmentation
Fei Wu, Pablo Marquez-Neila, Mingyi Zheng +2
Semantic segmentation is a complex task that relies heavily on large amounts of annotated image data. However, annotating such data can be time-consuming and resource-intensive, es…