Important note: On September 7, 2026, the KITTI and KITTI-360 servers had to be restored to the backed-up state of August 7, 2026. Results within this period have to be resubmitted.

Object Detection Evaluation

This is our 2D object detection and orientation estimation benchmark; it consists of 7481 training images and 7518 testing images. The benchmark uses 2D bounding box overlap to compute precision-recall curves for detection and computes orientation similarity to evaluate the orientation estimates in bird's eye view.
This is our 3D object detection benchmark; it consists of 7481 training point clouds (and images) and 7518 testing point clouds (and images). The benchmark uses 3D bounding box overlap to compute precision-recall curves.
This is our bird's eye view benchmark; it consists of 7481 training point clouds (and images) and 7518 testing point clouds (and images). The benchmark uses bounding box overlap in bird's eye view to compute precision-recall curves.


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