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Sungjoo Suh

3 accepted papers

2025

Test-Time Ensemble via Linear Mode Connectivity: A Path to Better Adaptation

ICLR 2025poster

Test-time adaptation updates pretrained models on the fly to handle distribution shifts in test data. While existing research has focused on stable optimization during adaptation, less attention has been given to enhancing model representations for adaptation capability. To address this gap, we prop…

Cited by 0SourcePDFScholar
2023

Rethinking Feature-Based Knowledge Distillation for Face Recognition

CVPR 2023poster

With the continual expansion of face datasets, feature-based distillation prevails for large-scale face recognition. In this work, we attempt to remove identity supervision in student training, to spare the GPU memory from saving massive class centers. However, this naive removal leads to inferior d…

Cited by 38SourcePDFScholar
2022

Self-Supervised Dense Consistency Regularization for Image-to-Image Translation

CVPR 2022poster

Unsupervised image-to-image translation has gained considerable attention due to the recent impressive progress based on generative adversarial networks (GANs). In this paper, we present a simple but effective regularization technique for improving GAN-based image-to-image translation. To generate i…

Cited by 25PDFScholar