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Hanme Kim

2 accepted papers

2020

Neural Outlier Rejection for Self-Supervised Keypoint Learning

ICLR 2020poster

Identifying salient points in images is a crucial component for visual odometry, Structure-from-Motion or SLAM algorithms. Recently, several learned keypoint methods have demonstrated compelling performance on challenging benchmarks. However, generating consistent and accurate training data for int…

Cited by 39SourcecodeScholar
2020

Self-Supervised 3D Keypoint Learning for Ego-Motion Estimation

CoRL 2020

Detecting and matching robust viewpoint-invariant keypoints is critical for visual SLAM and Structure-from-Motion. State-of-the-art learning-based methods generate training samples via homography adaptation to create 2D synthetic views with known keypoint matches from a single image. This approach d