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Jiwoong Choi

2 accepted papers

2021

Active Learning for Deep Object Detection via Probabilistic Modeling

ICCV 2021poster

Active learning aims to reduce labeling costs by selecting only the most informative samples on a dataset. Few existing works have addressed active learning for object detection. Most of these methods are based on multiple models or are straightforward extensions of classification methods, hence est…

Cited by 161PDFcodeScholar
2019

Gaussian YOLOv3: An Accurate and Fast Object Detector Using Localization Uncertainty for Autonomous Driving

ICCV 2019poster

The use of object detection algorithms is becoming increasingly important in autonomous vehicles, and object detection at high accuracy and a fast inference speed is essential for safe autonomous driving. A false positive (FP) from a false localization during autonomous driving can lead to fatal acc…

Cited by 617PDFScholar