Self-Calibrating Vicinal Risk Minimisation for Model Calibration
Abstract Model calibration measuring the alignment between the prediction accuracy and
model confidence is an important metric reflecting model trustworthiness. Existing dense …
model confidence is an important metric reflecting model trustworthiness. Existing dense …
Generalised co-salient object detection
We propose a new setting that relaxes an assumption in the conventional Co-Salient Object
Detection (CoSOD) setting by allowing the presence of" noisy images" which do not show …
Detection (CoSOD) setting by allowing the presence of" noisy images" which do not show …
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 …
training dataset, which is time-consuming and expensive to obtain. We study semi …