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GLOF: Robust feature matching using guided local outlier factor

A MATLAB implementation of the Guided Local Outlier Factor (GLOF) method for removing mismatches in image feature matching. (The python implemnetation GLOF_python)

@article{wang2021robust,
  title={Robust feature matching using guided local outlier factor},
  author={Wang, Gang and Chen, Yufei},
  journal={Pattern Recognition},
  volume={117},
  pages={107986},
  year={2021},
  publisher={Elsevier}
}

Dataset

We collected several datasets as follows:

  • VGG Oxford
  • WideBaseline-Tuytelaars
  • EVD The Extreme View Dataset. EVD is a set of 15 image pairs with ground truth homographies
  • ECCV12 Photo-Collection and Additional Datasets, Comparative Evaluation of Binary Features
  • BMVC12-Fixing the locally optimized ransac
  • CVPR14-Shape-Preserving Half-Projective Warps for Image Stitching
  • DAISY

The generated matlab (.mat) files can be downloaded from [Google Drive].

Results