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Carter Fang

3 accepted papers

2023

Data-Driven Feature Tracking for Event Cameras

CVPR 2023poster

Because of their high temporal resolution, increased resilience to motion blur, and very sparse output, event cameras have been shown to be ideal for low-latency and low-bandwidth feature tracking, even in challenging scenarios. Existing feature tracking methods for event cameras are either handcraf…

2023

LabelFormer: Object Trajectory Refinement for Offboard Perception from LiDAR Point Clouds

CoRL 2023poster

A major bottleneck to scaling-up training of self-driving perception systems are the human annotations required for supervision. A promising alternative is to leverage “auto-labelling” offboard perception models that are trained to automatically generate annotations from raw LiDAR point clouds at a…

Cited by 8SourceScholar
2022

HiddenGems: Efficient safety boundary detection with active learning

IROS 2022poster

Evaluating safety performance in a resource-efficient way is crucial for the development of autonomous systems. Simulation of parameterized scenarios is a popular testing strategy but parameter sweeps can be prohibitively expensive. To address this, we propose HiddenGems: a sample-efficient method f…

Cited by 2SourceScholar