Out-of-Distribution Detection
Rethinking Out-of-Distribution Detection on Imbalanced Data Distribution
·3193 words·15 mins·
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AI Generated
Computer Vision
Out-of-Distribution Detection
🏢 Alibaba Cloud
ImOOD tackles the challenge of imbalanced data distribution in OOD detection by introducing a generalized statistical framework and a unified regularization technique, leading to significant performan…
Diffusion-based Layer-wise Semantic Reconstruction for Unsupervised Out-of-Distribution Detection
·2879 words·14 mins·
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Computer Vision
Out-of-Distribution Detection
🏢 Xidian University
Unsupervised OOD detection gets a boost with a diffusion-based approach that leverages multi-layer semantic feature reconstruction for improved accuracy and speed.