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Mingxu Wang

3 accepted papers

2025

FutureNet-LoF: Joint Trajectory Prediction and Lane Occupancy Field Prediction with Future Context Encoding

ICRA 2025

Most prior motion prediction endeavors in autonomous driving have inadequately encoded future scenarios, leading to predictions that may fail to accurately capture the diverse movements of agents (e.g., vehicles or pedestrians). To address this, we propose FutureNet, which explicitly integrates init

Cited by 9SourceScholar
2025

Guiding Inter-domain Class Balancing With Salient Features For Domain Adaptive Object Detection

ICASSP 2025accepted

Although multi-scale alignment has improved domain adaptive object detection by addressing data distribution differences and annotation challenges, little attention has been given to class distribution differences between domains. Additionally, the utilization of feature information across different…

Cited by 0SourceScholar
2023

GANet: Goal Area Network for Motion Forecasting

ICRA 2023poster

Predicting the future motion of road participants is crucial for autonomous driving but is extremely challenging due to staggering motion uncertainty. Recently, most motion forecasting methods resort to the goal-based strategy, i.e., predicting endpoints of motion trajectories as conditions to regre…

Cited by 89SourcecodeScholar