Search Results for author: Keondo Park

Found 3 papers, 2 papers with code

Federated Semi-Supervised Learning with Prototypical Networks

1 code implementation27 May 2022 Woojung Kim, Keondo Park, Kihyuk Sohn, Raphael Shu, Hyung-Sin Kim

Compared to a FSSL approach based on weight sharing, the prototype-based inter-client knowledge sharing significantly reduces both communication and computation costs, enabling more frequent knowledge sharing between more clients for better accuracy.

Federated Learning

Real-time Mask Detection on Google Edge TPU

no code implementations9 Oct 2020 Keondo Park, Wonyoung Jang, Woochul Lee, Kisung Nam, Kihong Seong, Kyuwook Chai, Wen-Syan Li

After the COVID-19 outbreak, it has become important to automatically detect whether people are wearing masks in order to reduce risk of front-line workers.

Quantization

Unexplored Faces of Robustness and Out-of-Distribution: Covariate Shifts in Environment and Sensor Domains

1 code implementation24 Apr 2024 Eunsu Baek, Keondo Park, Jiyoon Kim, Hyung-Sin Kim

We find that existing OOD detection methods do not cope with the covariate shifts in ImageNet-ES, implying that the definition and detection of OOD should be revisited to embrace real-world distribution shifts.

Out of Distribution (OOD) Detection

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