FullResults_GoodFeature icon indicating copy to clipboard operation
FullResults_GoodFeature copied to clipboard

Figures of full evaluation results for TRO submission "Good Feature Matching: Towards Accurate, Robust VO/VSLAM with Low Latency"

Devices

  • Desktop (passmark 2584, 95W) https://www.cpubenchmark.net/cpu.php?cpu=Intel+Core+i7-7700K+%40+4.20GHz&id=2874
  • X200 (passmark 905, 17W) https://www.cpubenchmark.net/cpu.php?cpu=Intel+Pentium+2117U+%40+1.80GHz&id=1872
  • Jetson TX2 (-, 7.5W) https://www.phoronix.com/scan.php?page=article&item=march-2017-arm&num=2
  • Euclid (passmark 552, 4W) https://www.cpubenchmark.net/cpu.php?cpu=Intel+Atom+x7-Z8700+%40+1.60GHz&id=2506

Benchmark

  • EuRoC Mono & Stereo https://projects.asl.ethz.ch/datasets/doku.php?id=kmavvisualinertialdatasets
  • TUM VI Mono & Stereo https://vision.in.tum.de/data/datasets/visual-inertial-dataset
  • TUM RGBD Mono https://vision.in.tum.de/data/datasets/rgbd-dataset
  • ICL NUIM Mono https://www.doc.ic.ac.uk/~ahanda/VaFRIC/iclnuim.html
  • KITTI Stereo http://www.cvlibs.net/datasets/kitti/eval_odometry.php

VO/VSLAM/VINS Systems Assessed

  • ORB-SLAM Mono with/without Good Feature https://github.com/ivalab/GF_ORB_SLAM
  • ORB-SLAM Stereo with/without Good Feature https://github.com/ivalab/gf_orb_slam2
  • SVO Mono & Stereo https://github.com/YipuZhao/rpg_svo
  • DSO Mono https://github.com/YipuZhao/DSO
  • DSO Stereo [results downloaded from https://vision.in.tum.de/research/vslam/stereo-dso]
  • ROVIO Mono https://github.com/YipuZhao/rovio
  • VINS-Mono https://github.com/YipuZhao/VINS-Mono
  • MSCKF Stereo https://github.com/YipuZhao/msckf_vio
  • OKVIS Stereo https://github.com/YipuZhao/okvis

Compared to the official repos, the baseline methods in my repo are with explicit logging on pose tracking and time cost.

References

@article{zhao2019good,
  title={Good Feature Matching: Towards Accurate, Robust VO/VSLAM with Low Latency},
  author={Zhao, Yipu and Vela, Patricio A.},
  journal={submitted to IEEE Transactions on Robotics},
  year={2019}
}	

Contact information