Tag: OOD detection
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Neural Distribution Prior for Enhanced LiDAR OOD Detection
Improve LiDAR out-of-distribution detection with Neural Distribution Prior, boosting autonomous driving safety by addressing class imbalance and prediction...
VOLTA: Rethinking Auxiliary Losses in Deep Learning Calibration
Discover how VOLTA outperforms traditional UQ methods, proving auxiliary losses less effective for calibrated deep learning and OOD detection.
Prototype Fusion: Multi-Layer OOD Detection Without Training
Discover a training-free multi-layer prototype fusion method to improve out-of-distribution detection accuracy and reduce false positives in deep learning.