WideDepth: Millimeter-Accurate Benchmark for Fisheye Depth Estimation
Paper • 2605.24074 • Published
WideDepth is the first indoor dataset for fisheye depth estimation, featuring 101 scenes containing 5K high-resolution stereo pairs labeled with millimeter-level ground truth depth and disparity.
The dataset includes paired pinhole and fisheye samples across varying fields of view and baselines in both horizontal and vertical stereo setups. It also provides 18K LiDAR-derived sparse depth training samples, designed to help fine-tune pinhole-based stereo models for fisheye data. WideDepth aims to set a strong foundation for advancing research in fisheye depth estimation and robotics perception.