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Co-salient object detection with uncertainty-aware group exchange-masking
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 …
common salient objects in a group of relevant images. Existing CoSOD models by default …
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 …
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 …