16 citations · 22 across the 3 of their papers we have counts for
3 papers
cs.CV2023★ 6 cited
Rethinking Evaluation Protocols of Visual Representations Learned via Self-supervised Learning
Jae-Hun Lee, Doyoung Yoon, ByeongMoon Ji +2
Linear probing (LP) (and -NN) on the upstream dataset with labels (e.g., ImageNet) and transfer learning (TL) to various downstream datasets are commonly employed to evaluate th…
cs.LG2020★ 16 cited
Self-Knowledge Distillation with Progressive Refinement of Targets
Kyungyul Kim, ByeongMoon Ji, Doyoung Yoon +1
The generalization capability of deep neural networks has been substantially improved by applying a wide spectrum of regularization methods, e.g., restricting function space, injec…
cs.CV2019
Bin-wise Temperature Scaling (BTS): Improvement in Confidence Calibration Performance through Simple Scaling Techniques
Byeongmoon Ji, Hyemin Jung, Jihyeun Yoon +2
The prediction reliability of neural networks is important in many applications. Specifically, in safety-critical domains, such as cancer prediction or autonomous driving, a reliab…