Awards and Achievements
Awards, achievements, and travel grants I have received.
2026
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IEEE SMC 2026 Student and Young Professional Travel Grant
Award amount: $600
2025
- 1st Place
1st Place: Hyundai Motor Group's Autonomous Driving Challenge
Award amount: $22,000Developed and implemented robust End-to-End autonomous driving algorithms to win 1st place in the competition.
Special privilege: Autonomous driving field trip
News
Project Details
Overview
Development of a Camera-Only, Deployment-Oriented End-to-End Autonomous Driving Model and the entire pipeline from data collection to closed-loop validation.
Competition Progression
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Round 1 Qualifiers
16 Teams → 8 Teams
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Round 1 Main Round
8 Teams → 6 Teams
3rd Place -
Round 2 Qualifiers
6 Teams → 4 Teams
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FINAL
1st Place among 4 Finalists
Winner
Technical Details
- Full-Stack E2E Development
- Developed an End-to-End autonomous driving model from scratch, covering the entire pipeline from architecture design to implementation.
- Robustness
- Applied Imitation Learning and DAgger (Dataset Aggregation) to handle covariate shift and out-of-distribution scenarios.
- Data Pipeline
- Collected and refined approximately 24 hours of driving data using multi-view cameras, IMU, and GPS.
- Consistency Enhancement
- Developed specialized modules and loss functions to ensure prediction consistency between planning and control heads, addressing a key challenge in End-to-End models.
- Labeling Policy
- Established a data labeling policy to enhance closed-loop driving stability.
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- Grand Prize
Grand Prize: Brain To Society, U-Challenge Festival
Award amount: $3,600Project: Sensor-driven Hierarchical Information Fusion Transformer for BEV-based Maneuvering in Dense Multi-lane Environments
- 3rd Place
3rd Place: Hyundai Motor Group's Autonomous Driving Challenge
Award amount: $3,600 - Excellence Award
Excellence Award: AI Tech Open Workshop
Award amount: $2,400Research: Development of an End-to-End Autonomous Driving Model Based on a High-Dimensional Simulator
2023
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Undergraduate Research Award
Research: Autonomous Driving Waypoint-generation based on Vehicle Kinematics
2021
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Academic Achievement Award
Undergraduate academic achievement excellence award.