Search Results for author: Dasol Choi

Found 3 papers, 3 papers with code

Towards Reliable AI Model Deployments: Multiple Input Mixup for Out-of-Distribution Detection

1 code implementation24 Dec 2023 Dasol Choi, Dongbin Na

With extensive experiments with CIFAR10 and CIFAR100 benchmarks that have been largely adopted in out-of-distribution detection fields, we have demonstrated our MIM shows comprehensively superior performance compared to the SOTA method.

Out-of-Distribution Detection Out of Distribution (OOD) Detection

Towards Machine Unlearning Benchmarks: Forgetting the Personal Identities in Facial Recognition Systems

1 code implementation3 Nov 2023 Dasol Choi, Dongbin Na

Recently, various studies have presented machine unlearning algorithms and evaluated their methods on several datasets.

Age Estimation Attribute +4

KoMultiText: Large-Scale Korean Text Dataset for Classifying Biased Speech in Real-World Online Services

1 code implementation6 Oct 2023 Dasol Choi, Jooyoung Song, Eunsun Lee, JinWoo Seo, Heejune Park, Dongbin Na

With the growth of online services, the need for advanced text classification algorithms, such as sentiment analysis and biased text detection, has become increasingly evident.

Hate Speech Detection Multi-Task Learning +4

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