Zero-shot out-of-distribution detection with outlier label exposure

• Main Authors: DING, Choubo, PANG, Guansong
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Out-of-distribution detection; Zero-shot detection; Prompt engineering; Artificial Intelligence and Robotics; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/9789; https://ink.library.smu.edu.sg/context/sis_research/article/10789/viewcontent/2406.01170v1.pdf
• Institution: Singapore Management University

As vision-language models like CLIP are widely applied to zero-shot tasks and gain remarkable performance on in-distribution (ID) data, detecting and rejecting out-of-distribution (OOD) inputs in the zero-shot setting have become crucial for ensuring the safety of using such models on the fly. Most...