SinoXiv
3
results found
Deep learning models for automated knee osteoarthritis (OA) grading achieve high in-distribution accuracy but frequently exploit spurious image-acquisition cues — a phenomenon termed shortcut learning...
shortcut learning
knee osteoarthritis
Kellgren–Lawrence grading
gradient reversal layer
domain generalization
mutual information
Integrated Gradients
adversarial disentanglement
Background Esophageal abnormalities cause severe health complications. Diagnosis is traditionally performed on endoscopic imaging, but the method is highly subjective and prone to inter-observer varia...
Esophagus Diseases
Deep Learning
Cohen’s Kappa score
MCC SCORE
Sea Shell SHAP
Gradient-weighted Class Activation Mapping (Grad CAM)
Integrated Gradients
ResNet50V2
Judicial decision-making involves complex reasoning based on legal facts, statutory interpretation, and precedent analysis. Although transformer-based language models have improved the automated analy...
Explainable Artificial Intelligence
Transformer-Based Language Models
Judicial Text Analytics
Bias Attribution Analysis
Integrated Gradients
and Attribution-Aware Retrieval-Augmented Generation.
