Frustum PointNets for 3D Object Detection from RGB-D Data

Benchmark Model Rank Results
3d-object-detection-on-kitti-cars-easyFrustum PointNets#12AP: 81.2%
3d-object-detection-on-kitti-cars-easy-valF-PointNet [Qi:2018fd]#6AP: 83.26
3d-object-detection-on-kitti-cars-hardFrustum PointNets#13AP: 62.19%
3d-object-detection-on-kitti-cars-hard-valF-PointNet [Qi:2018fd]#6AP: 62.56
3d-object-detection-on-kitti-cars-moderate-1F-PointNet [Qi:2018fd]#7AP: 69.28
3d-object-detection-on-kitti-cyclist-easy-valF-PointNet++ [Qi:2018fd]#3AP: 77.15
3d-object-detection-on-kitti-cyclist-easy-valF-PointNet [Qi:2018fd]#4AP: 74.54
3d-object-detection-on-kitti-cyclist-hard-valF-PointNet++ [Qi:2018fd]#3AP: 53.37
3d-object-detection-on-kitti-cyclist-hard-valF-PointNet [Qi:2018fd]#4AP: 52.65
3d-object-detection-on-kitti-cyclist-moderateF-PointNet++ [Qi:2018fd]#3AP: 56.49
3d-object-detection-on-kitti-cyclist-moderateF-PointNet [Qi:2018fd]#4AP: 55.95
3d-object-detection-on-kitti-cyclistsFrustum PointNets#7AP: 56.77%
3d-object-detection-on-kitti-cyclists-easyFrustum PointNets#6AP: 71.96%
3d-object-detection-on-kitti-cyclists-hardFrustum PointNets#7AP: 50.39%
3d-object-detection-on-kitti-pedestrianF-PointNet++ [Qi:2018fd]#2AP: 61.32
3d-object-detection-on-kitti-pedestrianF-PointNet [Qi:2018fd]#4AP: 55.85
3d-object-detection-on-kitti-pedestrian-easyF-PointNet++ [Qi:2018fd]#2AP: 70.00
3d-object-detection-on-kitti-pedestrian-easyF-PointNet [Qi:2018fd]#4AP: 65.08
3d-object-detection-on-kitti-pedestrian-hardF-PointNet++ [Qi:2018fd]#3AP: 53.59
3d-object-detection-on-kitti-pedestrian-hardF-PointNet [Qi:2018fd]#4AP: 49.28
3d-object-detection-on-kitti-pedestriansFrustum PointNets#4AP: 42.15%
3d-object-detection-on-kitti-pedestrians-easyFrustum PointNets#3AP: 51.21%
3d-object-detection-on-kitti-pedestrians-hardFrustum PointNets#3AP: 40.23%
3d-object-detection-on-sun-rgbdFrustum PointNets#7mAP@0.25: 54.0
3d-object-detection-on-sun-rgbd-valF-PointNet#21mAP@0.25: 54.0Inference Speed (s): 0.12
birds-eye-view-object-detection-on-kittiF-PointNet#3AP: 61.96%
birds-eye-view-object-detection-on-kitti-1F-PointNet#4AP: 50.22%
object-detection-in-indoor-scenes-on-sun-rgbFrustum Pointnet (RGB)#2AP 0.5: 56.8