2 papers
cs.CV2025
Improving Predictive Confidence in Medical Imaging via Online Label Smoothing
Kushan Choudhury, Shubhrodeep Roy, Ankur Chanda +2
Deep learning models, especially convolutional neural networks, have achieved impressive results in medical image classification. However, these models often produce overconfident…
cs.CV2025
Evaluating Temperature Scaling Calibration Effectiveness for CNNs under Varying Noise Levels in Brain Tumour Detection
Ankur Chanda, Kushan Choudhury, Shubhrodeep Roy +2
Precise confidence estimation in deep learning is vital for high-stakes fields like medical imaging, where overconfident misclassifications can have serious consequences. This work…