2 papers
cs.CV2024
Calibrating Segmentation Networks with Margin-based Label Smoothing
Balamurali Murugesan, Bingyuan Liu, Adrian Galdran +2
Despite the undeniable progress in visual recognition tasks fueled by deep neural networks, there exists recent evidence showing that these models are poorly calibrated, resulting…
cs.CV2024
Neighbor-Aware Calibration of Segmentation Networks with Penalty-Based Constraints
Balamurali Murugesan, Sukesh Adiga Vasudeva, Bingyuan Liu +3
Ensuring reliable confidence scores from deep neural networks is of paramount significance in critical decision-making systems, particularly in real-world domains such as healthcar…