Search Results for author: Yukyung Choi

Found 6 papers, 4 papers with code

Overcoming Overconfidence for Active Learning

no code implementations21 Aug 2023 Yujin Hwang, Won Jo, Juyoung Hong, Yukyung Choi

Active learning is a prominent approach for addressing this issue, where valuable data for labeling is selected through a model and utilized to iteratively adjust the model.

Active Learning

VVS: Video-to-Video Retrieval with Irrelevant Frame Suppression

1 code implementation15 Mar 2023 Won Jo, Geuntaek Lim, Gwangjin Lee, Hyunwoo Kim, Byungsoo Ko, Yukyung Choi

In content-based video retrieval (CBVR), dealing with large-scale collections, efficiency is as important as accuracy; thus, several video-level feature-based studies have actively been conducted.

Retrieval Video Retrieval

TransDSSL: Transformer based Depth Estimation via Self-Supervised Learning

1 code implementation journal 2022 Daechan Han, Jeongmin Shin, Namil Kim, Soomnim Hwang, Yukyung Choi

Recently, transformers have been widely adopted for various computer vision tasks and show promising results due to their ability to encode long-range spatial dependencies in an image effectively.

Monocular Depth Estimation Self-Supervised Learning +1

Multispectral Pedestrian Detection: Benchmark Dataset and Baseline

no code implementations CVPR 2015 Soonmin Hwang, Jaesik Park, Namil Kim, Yukyung Choi, In So Kweon

With this dataset, we introduce multispectral ACF, which is an extension of aggregated channel features (ACF) to simultaneously handle color-thermal image pairs.

Pedestrian Detection

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