Search Results for author: Hawook Jeong

Found 4 papers, 1 papers with code

UFO: Unidentified Foreground Object Detection in 3D Point Cloud

no code implementations8 Jan 2024 Hyunjun Choi, Hawook Jeong, Jin Young Choi

The evaluation includes a new approach to measure the performance on our goal, i. e. both localization and OOD detection of UFOs.

Autonomous Driving Object +3

Three Factors to Improve Out-of-Distribution Detection

no code implementations2 Aug 2023 Hyunjun Choi, JaeHo Chung, Hawook Jeong, Jin Young Choi

In the problem of out-of-distribution (OOD) detection, the usage of auxiliary data as outlier data for fine-tuning has demonstrated encouraging performance.

Contrastive Learning Out-of-Distribution Detection +2

Balanced Energy Regularization Loss for Out-of-distribution Detection

1 code implementation CVPR 2023 Hyunjun Choi, Hawook Jeong, Jin Young Choi

Our balanced energy regularization loss utilizes class-wise different prior probabilities for auxiliary data to address the class imbalance in OOD data.

Classification Out-of-Distribution Detection +2

Visual Path Prediction in Complex Scenes With Crowded Moving Objects

no code implementations CVPR 2016 YoungJoon Yoo, Kimin Yun, Sangdoo Yun, JongHee Hong, Hawook Jeong, Jin Young Choi

In this paper, we consider moving dynamics of co-occurring objects for path prediction in a scene that includes crowded moving objects.

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