3 papers
cs.CV2026
Learning from the Right Regions: Class-Conditioned Explanation Guidance for Medical Imaging
Zubair Faruqui, Rahul Dubey
Deep neural networks can achieve strong predictive performance in medical imaging while relying on regions unrelated to the predicted finding. Explanation-guided learning can addre…
cs.CV2026
Explanation-Aware Learning for Enhanced Interpretability in Biomedical Imaging
Zubair Faruqui, Rahul Dubey
Deep neural networks for medical image diagnosis often achieve high predictive accuracy while relying on spurious or clinically irrelevant visual cues, limiting their trustworthine…
cs.SD2025
Explainability of CNN Based Classification Models for Acoustic Signal
Zubair Faruqui, Mackenzie S. McIntire, Rahul Dubey +1
Explainable Artificial Intelligence (XAI) has emerged as a critical tool for interpreting the predictions of complex deep learning models. While XAI has been increasingly applied i…