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Dong Hyun Jeong

2 accepted papers

2024

Hyper Evidential Deep Learning to Quantify Composite Classification Uncertainty

ICLR 2024poster

Deep neural networks (DNNs) have been shown to perform well on exclusive, multi-class classification tasks. However, when different classes have similar visual features, it becomes challenging for human annotators to differentiate them. When an image is ambiguous, such as a blurry one where an annot…

2023

Multi-Label Temporal Evidential Neural Networks for Early Event Detection

ICASSP 2023accepted

Early event detection aims to detect events even before the event is complete. However, most of the existing methods focus on an event with a single label but fail to be applied to cases with multiple labels. Another non-negligible issue for early event detection is a prediction with overconfidence…

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