Co-salient object detection with uncertainty-aware group exchange-masking

Y Wu, H Song, B Liu, K Zhang… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
The traditional definition of co-salient object detection (CoSOD) task is to segment the
common salient objects in a group of relevant images. Existing CoSOD models by default …

Self-calibrating vicinal risk minimisation for model calibration

J Liu, C Ye, R Cui, N Barnes - Proceedings of the IEEE/CVF …, 2024 - openaccess.thecvf.com
Abstract Model calibration measuring the alignment between the prediction accuracy and
model confidence is an important metric reflecting model trustworthiness. Existing dense …

Semi-supervised salient object detection with effective confidence estimation

J Liu, J Zhang, N Barnes - arxiv preprint arxiv:2112.14019, 2021 - arxiv.org
The success of existing salient object detection models relies on a large pixel-wise labeled
training dataset, which is time-consuming and expensive to obtain. We study semi …