DocXEval benchmarks explainability methods for multimodal document models
Occlusion ranked most faithful and interpretable across 13 methods, while some metrics were unreliable.
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Relatedadversarial-attacks1black-box1document-understanding1explainability1image-classifiers1multimodal1query-efficiency1xai1
4 stories, newest first · one card per story
Stories tagged #occlusion
STROKE uses sparse rectangular occlusions for black-box image attacks
The score-based method reports high success at 1–2% area with low query counts and shorter wall-clock time than matched patch attacks.
Worst-Case Hidden-Vehicle Trajectory Search in Spatiotemporal Occlusion Regions
Researchers propose HC-MTS, a bilevel minimax search that finds worst-case hidden-vehicle trajectories under occlusion, cutting retained hidden-seed counts ~18-22% on Waymo scenarios.
Tracking the Unseen: An Occlusion-Robust Framework for Target Tracking Under Full and Long-Term Occlusion
Occlusion-robust tracker combining YOLOv11n, Kalman filtering, and appearance Re-ID cuts identity switches and beats OccluTrack by 18.1% MOTA on OVIS.