Fully Convolutional Geometric Features

Benchmark Model Rank Results
point-cloud-registration-on-kitti-fcgf-settingFCGF#2Recall (0.6m, 5 degrees): 98.2
point-cloud-registration-on-3dmatch-trained-on-kittiFCGF#4Recall: 0.325
point-cloud-registration-on-kittiFCGF#5Success Rate: 96.57
point-cloud-registration-on-rotkittiFCGF#6RR@(1.5,0.3): 11.6RR@(1,0.1): 3.6
point-cloud-registration-on-3dmatch-at-least-30-overlapped-sample-5k-interest-pointsFCGF (reported in PREDATOR)#9Recall ( correspondence RMSE below 0.2): 85.1
point-cloud-registration-on-3dlomatch-10-30-overlapFCGF (reported in PREDATOR)#11Recall ( correspondence RMSE below 0.2): 40.1
point-cloud-registration-on-3dmatch-benchmarkFCGF + RANSAC#11Feature Matching Recall: 85
point-cloud-registration-on-eth-trained-on-3dmatchFCGF#11Feature Matching Recall: 0.161
point-cloud-registration-on-kitti-trained-on-3dmatchFCGF#13Success Rate: 24.19