Submission details

Method nameDenseVLAD (top-20) & D2-Net - camera triplets
Datasetrobotcar
Submission dateJune 17, 2020, 12:42 p.m.
Last modifiedJune 17, 2020, 12:46 p.m.
Publication urlhttp://openaccess.thecvf.com/content_CVPR_2019/papers/Dusmanu_D2-Net_A_Trainable_CNN_for_Joint_Description_and_Detection_of_CVPR_2019_paper.pdf
Code urlhttps://github.com/mihaidusmanu/d2-net
Other infoUses DenseVLAD (single-scale) to identify the top-20 closest database images, then uses single-scale D2-Net features for feature matching. Instead of estimating the camera poses of individual images, camera triplets consisting of images taken at the same point in time are used.

Detailed results for all conditions

Methodnight allnight rainovercast wintersunrainsnowdawndusknightday allovercast summer
DenseVLAD (top-20) & D2-Net - camera triplets28.6 / 50.0 / 67.534.3 / 55.2 / 71.848.5 / 80.5 / 96.248.5 / 77.2 / 94.360.1 / 83.1 / 96.958.5 / 85.9 / 95.755.1 / 81.4 / 95.762.9 / 83.2 / 95.922.8 / 44.7 / 63.253.0 / 81.5 / 96.338.7 / 79.3 / 99.1