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목록model reliability (1)
EZI 기술 블로그 JU
Deep Regression Model의 Reliability 분석
Model safety (reliability) 1) Model calibration : confidence output 값이 실제 확률과 일치하도록 교정 -> evaluation : Reliabilbity diagrams, ECE(Expected calibration error) -> Post-hoc calibration : temperature scaling / -> Model regularization : cross-entropy / label smoothing / focal loss ... 2) Uncertainty estimation 3) Out-of-distribution detection : 학습하지 않은 class의 데이터셋 4) Adversarial example detection : 의..
Modeling
2023. 3. 29. 17:09