UbiQVision quantifies uncertainty in SHAP explanations for medical image recognition by combining Dirichlet posterior sampling with Dempster-Shafer belief and plausibility maps.
Some aspects of dempster-shafer evidence theory for classification of multi-modality medical images taking partial volume effect into account
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2025 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
UbiQVision: Quantifying Uncertainty in XAI for Image Recognition
UbiQVision quantifies uncertainty in SHAP explanations for medical image recognition by combining Dirichlet posterior sampling with Dempster-Shafer belief and plausibility maps.