Submission ID: f32bba08
simlairty_corner2
Processed: 21-08-04. Download link: f32bba084fcbe0c3-deep-corner-8k-degensac-th-0.75-rt-0.95.json
This page ranks the submission against all others using the same number of keypoints, regardless of descriptor size. Please hover over table headers for descriptions on metrics and full scene names.
- Phototourism dataset: Stereo track / Multiview track
- Prague Parks dataset: Stereo track / Multiview track
- Google Urban dataset: Stereo track / Multiview track
Metadata
- Authors: Anonymous (to be released: 2021-6-18)
- Keypoint: deep-corner
- Descriptor: deep-corner (128 float32: 512 bytes)
- Number of features: 8000
- Summary: we define the keypoint as the one that is differet from its neighbours, and then learn the deteor and descriptor in an end-to-end network.
- Paper: N/A
- Website: N/A
- Processing date: 21-08-04
Phototourism dataset / Stereo track
mAA at 10 degrees: 0.50804 (±0.00000 over 1 run(s) / ±0.16544 over 9 scenes)
Rank (per category): 32 (of 51)
Scene | Features | Matches (raw) |
Matches (final) |
Rep. @ 3 px. | MS @ 3 px. | mAA(5o) | mAA(10o) |
BM | 8000.0 | 1115.5 | 907.8 | 0.783 Rank: 1/51 |
0.938 Rank: 20/51 |
0.16017 (±0.00000) Rank: 37/51 |
0.26244 (±0.00000) Rank: 37/51 |
FCS | 8000.0 | 922.7 | 642.3 | 0.519 Rank: 18/51 |
0.894 Rank: 25/51 |
0.56027 (±0.00000) Rank: 35/51 |
0.68413 (±0.00000) Rank: 35/51 |
LMS | 8000.0 | 1076.5 | 794.4 | 0.636 Rank: 2/51 |
0.718 Rank: 9/51 |
0.59868 (±0.00000) Rank: 8/51 |
0.72503 (±0.00000) Rank: 9/51 |
LB | 8000.0 | 540.0 | 352.9 | 0.524 Rank: 29/51 |
0.768 Rank: 10/51 |
0.44418 (±0.00000) Rank: 37/51 |
0.54730 (±0.00000) Rank: 31/51 |
MC | 8000.0 | 1004.4 | 761.1 | 0.638 Rank: 17/51 |
0.943 Rank: 13/51 |
0.37284 (±0.00000) Rank: 37/51 |
0.52830 (±0.00000) Rank: 32/51 |
MR | 8000.0 | 1032.4 | 790.3 | 0.608 Rank: 15/51 |
0.948 Rank: 18/51 |
0.27019 (±0.00000) Rank: 35/51 |
0.37863 (±0.00000) Rank: 35/51 |
PSM | 8000.0 | 718.2 | 503.8 | 0.500 Rank: 17/51 |
0.674 Rank: 17/51 |
0.13673 (±0.00000) Rank: 32/51 |
0.24162 (±0.00000) Rank: 33/51 |
SF | 8000.0 | 1150.5 | 802.7 | 0.546 Rank: 16/51 |
0.859 Rank: 14/51 |
0.48357 (±0.00000) Rank: 29/51 |
0.61668 (±0.00000) Rank: 28/51 |
SPC | 8000.0 | 784.4 | 528.2 | 0.603 Rank: 7/51 |
0.867 Rank: 11/51 |
0.42902 (±0.00000) Rank: 30/51 |
0.58828 (±0.00000) Rank: 29/51 |
Avg | 8000.0 | 927.2 | 675.9 | 0.595 Rank: 15/51 |
0.845 Rank: 11/51 |
0.38396 (±0.00000) Rank: 30/51 |
0.50804 (±0.00000) Rank: 32/51 |
We show the inliers that survive the robust estimation loop (i.e. RANSAC), or those supplied with the submission if using custom matches, and use the depth estimates to determine whether they are correct. We draw matches above a 5-pixel error threshold in red, and those below are color-coded by their error, from 0 (green) to 5 pixels (yellow). Matches for which we do not have depth estimates are drawn in blue. Please note that the depth maps are estimates and may contain errors.
— British Museum —










— Florence Cathedral Side —










— Lincoln Memorial Statue —










— London Bridge —










— Milan Cathedral —










— Mount Rushmore —










— Piazza San Marco —










— Sagrada Familia —










— Saint Paul's Cathedral —










Phototourism dataset / Multiview track
mAA at 10 degrees: N/A (±0.00000 over 1 run(s) / ±0.11796 over 9 scenes)
Rank (per category): 30 (of 51)
Scene | Features | Matches (input) |
RegistrationRatio (%) | Number of Landmarks |
Track Length | ATE | mAA(50) | mAA(100) |
BM | 8000.0 | 633.86 | 99.93 Rank: 12/51 |
3220.56 Rank: 32/51 |
5.514 Rank: 13/51 |
0.52544 Rank: 38/51 |
0.40102 (±0.00000) Rank: 44/51 |
0.55380 (±0.00000) Rank: 44/51 |
FCS | 8000.0 | 600.29 | 96.72 Rank: 34/51 |
4726.54 Rank: 29/51 |
4.482 Rank: 30/51 |
0.27577 Rank: 28/51 |
0.70879 (±0.00000) Rank: 27/51 |
0.77053 (±0.00000) Rank: 29/51 |
LMS | 8000.0 | 798.12 | 99.60 Rank: 9/51 |
4234.75 Rank: 21/51 |
5.169 Rank: 16/51 |
0.27346 Rank: 4/51 |
0.84566 (±0.00000) Rank: 13/51 |
0.90120 (±0.00000) Rank: 11/51 |
LB | 8000.0 | 379.17 | 97.59 Rank: 32/51 |
2360.58 Rank: 37/51 |
4.811 Rank: 25/51 |
0.47279 Rank: 12/51 |
0.65349 (±0.00000) Rank: 36/51 |
0.74652 (±0.00000) Rank: 37/51 |
MC | 8000.0 | 670.20 | 100.00 Rank: 1/51 |
3830.39 Rank: 34/51 |
5.360 Rank: 19/51 |
0.40044 Rank: 36/51 |
0.51493 (±0.00000) Rank: 34/51 |
0.66805 (±0.00000) Rank: 34/51 |
MR | 8000.0 | 721.94 | 95.68 Rank: 10/51 |
5277.90 Rank: 24/51 |
4.636 Rank: 22/51 |
0.50128 Rank: 27/51 |
0.42676 (±0.00000) Rank: 32/51 |
0.54500 (±0.00000) Rank: 33/51 |
PSM | 8000.0 | 424.49 | 97.64 Rank: 24/51 |
4866.36 Rank: 25/51 |
3.760 Rank: 25/51 |
0.47622 Rank: 21/51 |
0.51269 (±0.00000) Rank: 20/51 |
0.60020 (±0.00000) Rank: 21/51 |
SF | 8000.0 | 810.60 | 97.85 Rank: 25/51 |
5718.64 Rank: 29/51 |
4.855 Rank: 24/51 |
0.30916 Rank: 26/51 |
0.71376 (±0.00000) Rank: 28/51 |
0.79961 (±0.00000) Rank: 27/51 |
SPC | 8000.0 | 455.48 | 99.87 Rank: 20/51 |
3854.72 Rank: 33/51 |
4.607 Rank: 28/51 |
0.55921 Rank: 38/51 |
0.70843 (±0.00000) Rank: 24/51 |
0.81109 (±0.00000) Rank: 24/51 |
Avg | 8000.0 | 610.46 | 98.32 Rank: 24/51 |
4232.27 Rank: 29/51 |
4.799 Rank: 25/51 |
0.42153 Rank: 31/51 |
0.60950 (±0.00000) Rank: 31/51 |
0.71067 (±0.00000) Rank: 30/51 |
In the multi-view track we reconstruct the scene with Structure-from-Motion (Colmap) with small sets of images. We show the results for one bag of 10 images. Keypoints are drawn in blue if they are part of the model, and in red otherwise.
— British Museum —










— Florence Cathedral Side —










— Lincoln Memorial Statue —










— London Bridge —










— Milan Cathedral —










— Mount Rushmore —










— Piazza San Marco —










— Sagrada Familia —










— Saint Paul's Cathedral —










Prague Parks dataset / Stereo track
mAA at 10 degrees: N/A (±N/A over N/A run(s) / ±N/A over 3 scenes)
Rank (per category): (of 50)
No results for this dataset.
Prague Parks dataset / Multiview track
mAA at 10 degrees: N/A (±N/A over N/A run(s) / ±N/A over 3 scenes)
Rank (per category): (of 50)
No results for this dataset.
Google Urban dataset / Stereo track
mAA at 10 degrees: N/A (±N/A over N/A run(s) / ±N/A over 17 scenes)
Rank (per category): (of 50)
No results for this dataset.
Google Urban dataset / Multiview track
mAA at 10 degrees: N/A (±N/A over N/A run(s) / ±N/A over 17 scenes)
Rank (per category): (of 50)
No results for this dataset.