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cs.LG2023
Optimizing Three Critical Factors for Practical and Effective OOD Detection Fine-Tuning
Hyunjun Choi, JaeHo Chung, Hawook Jeong +1
In out-of-distribution (OOD) detection, fine-tuning with auxiliary outlier data often improves detection performance at the cost of classification accuracy. This trade-off stems fr…
cs.CV2023★ 2 cited
Balanced Energy Regularization Loss for Out-of-distribution Detection
Hyunjun Choi, Hawook Jeong, Jin Young Choi
In the field of out-of-distribution (OOD) detection, a previous method that use auxiliary data as OOD data has shown promising performance. However, the method provides an equal lo…