FAST-Calib: 1秒で完了するLiDAR-カメラ外部キャリブレーション
FAST-Calib: LiDAR-Camera Extrinsic Calibration in One Second
専用3Dターゲットを用い、機械式・ソリッドステート両対応のLiDAR-カメラ外部キャリブレーション手法を提案。エッジ抽出と楕円フィッティングで高精度・高速(0.7秒未満)を実現し、コードとデータセットを公開。
詳しい要約
1. どんなもの?
2. 先行研究と比べてどこがすごい?
3. 技術・手法の肝は?
4. どうやって有効だと検証した?
5. 議論はある?
6. 次に読むべき論文は?
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著者: Chunran Zheng, Fu Zhang
分類: cs.RO
原文アブストラクト
This paper proposes FAST-Calib, a fast and user-friendly LiDAR-camera extrinsic calibration tool based on a custom-made 3D target. FAST-Calib supports both mechanical and solid-state LiDARs by leveraging an efficient and reliable edge extraction algorithm that is agnostic to LiDAR scan patterns. It also compensates for edge dilation artifacts caused by LiDAR spot spread through ellipse fitting, and supports joint optimization across multiple scenes. We validate FAST-Calib on three LiDAR models (Ouster, Avia, and Mid360), each paired with a wide-angle camera. Experimental results demonstrate superior accuracy and robustness compared to existing methods. With point-to-point registration errors consistently below 6.5mm and total processing time under 0.7s, FAST-Calib provides an efficient, accurate, and target-based automatic calibration pipeline. We have open-sourced our code and dataset on GitHub to benefit the robotics community.
