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Dongsuk Kum*

2 accepted papers

2024

Beyond the Data Imbalance: Employing the Heterogeneous Datasets for Vehicle Maneuver Prediction

ECCV 2024poster

"Predicting the maneuvers of surrounding vehicles is imperative for the safe navigation of autonomous vehicles. However, naturalistic driving datasets tend to be highly imbalanced, with a bias towards the ”going straight” maneuver. Consequently, learning and accurately predicting turning maneuvers p…

2024

LabelDistill: Label-guided Cross-modal Knowledge Distillation for Camera-based 3D Object Detection

ECCV 2024poster

"Recent advancements in camera-based 3D object detection have introduced cross-modal knowledge distillation to bridge the performance gap with LiDAR 3D detectors, leveraging the precise geometric information in LiDAR point clouds. However, existing cross-modal knowledge distillation methods tend to…