Automated Detection of Label Errors in Semantic Segmentation Datasets via Deep Learning and Uncertainty Quantification
Author:
Affiliation:
1. University of Wuppertal,School of Mathematics and Natural Sciences,IZMD,Germany
Funder
European Regional Development Fund
Delta
Publisher
IEEE
Link
http://xplorestaging.ieee.org/ielx7/10030081/10030084/10030499.pdf?arnumber=10030499
Reference48 articles.
1. Deep Multi-Modal Object Detection and Semantic Segmentation for Autonomous Driving: Datasets, Methods, and Challenges
2. High-resolution representations for labeling pixels and regions;sun;CoRR abs/1904 04514,2019
3. The Pascal Visual Object Classes Challenge: A Retrospective
4. Co-teaching: Robust training of deep neural networks with extremely noisy labels;han;Conference on Neural Information Processing Systems (NeurIPS),2018
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