Submission ID: 00514
UprightRootSIFT-AdaLAM
Processed: 20-04-25. Download link: sid-00514-rootsift-upright-8k-adalam.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.
Metadata
- Authors: Luca Cavalli, Viktor Larsson, Martin Oswald, Torsten Sattler, Marc Pollefeys (contact)
- Keypoint: sift-def
- Descriptor: rootsift-upright (128 float32: 512 bytes)
- Number of features: 8000
- Summary: Using upright RootSIFT with 8000 features, nearest neighbor matching and outlier rejection enforcing local affine consistency within a confidence-based adaptive error tolerance.
- Paper: https://arxiv.org/abs/2006.04250
- Website: N/A
- Origin: Submission
- Flags: is_submission, is_challenge_2020
Phototourism / Stereo track
mAA at 10 degrees: 0.31372 (±0.00000 over 3 run(s) / ±0.13757 over 9 scenes)
Rank (per category): 129 (of 147)
Scene | Features | Matches (matcher) |
Matches (filter) |
Matches (final) |
Rep. @ 3 px. | MS @ 3 px. | mAA(5o) | mAA(10o) |
bm | 5362.9 | — | — | 530.1 | 0.469 Rank: 137/147 |
0.862 Rank: 122/147 |
0.08550 (±0.00000) Rank: 130/147 |
0.14404 (±0.00000) Rank: 130/147 |
fcs | 7601.6 | — | — | 765.3 | 0.407 Rank: 132/147 |
0.800 Rank: 127/147 |
0.37582 (±0.00000) Rank: 128/147 |
0.50564 (±0.00000) Rank: 128/147 |
lms | 2606.6 | — | — | 396.9 | 0.400 Rank: 133/147 |
0.640 Rank: 123/147 |
0.41034 (±0.00000) Rank: 120/147 |
0.54316 (±0.00000) Rank: 115/147 |
lb | 5818.7 | — | — | 518.7 | 0.454 Rank: 128/147 |
0.631 Rank: 126/147 |
0.17903 (±0.00000) Rank: 130/147 |
0.24011 (±0.00000) Rank: 131/147 |
mc | 7279.0 | — | — | 780.9 | 0.519 Rank: 127/147 |
0.897 Rank: 119/147 |
0.16062 (±0.00000) Rank: 130/147 |
0.25628 (±0.00000) Rank: 132/147 |
mr | 7315.8 | — | — | 677.8 | 0.420 Rank: 133/147 |
0.838 Rank: 130/147 |
0.19199 (±0.00000) Rank: 125/147 |
0.26218 (±0.00000) Rank: 128/147 |
psm | 7548.6 | — | — | 528.4 | 0.382 Rank: 126/147 |
0.646 Rank: 54/147 |
0.07150 (±0.00000) Rank: 132/147 |
0.13417 (±0.00000) Rank: 135/147 |
sf | 7643.5 | — | — | 794.9 | 0.412 Rank: 132/147 |
0.765 Rank: 126/147 |
0.29221 (±0.00000) Rank: 127/147 |
0.40314 (±0.00000) Rank: 129/147 |
spc | 6868.1 | — | — | 586.0 | 0.459 Rank: 128/147 |
0.740 Rank: 126/147 |
0.21742 (±0.00000) Rank: 128/147 |
0.33474 (±0.00000) Rank: 127/147 |
avg | 6449.4 | — | — | 619.9 | 0.436 Rank: 132/147 |
0.758 Rank: 125/147 |
0.22049 (±0.00000) Rank: 129/147 |
0.31372 (±0.00000) Rank: 129/147 |
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 / Multiview track
mAA at 10 degrees: 0.72130 (±0.00085 over 3 run(s) / ±0.09943 over 9 scenes)
Rank (per category): 40 (of 147)
Scene | Features | Matches (input) |
RegistrationRatio (%) | Number of Landmarks |
Track Length | ATE | mAA(50) | mAA(100) |
bm | 5362.9 | 530.34 | 99.78 Rank: 61/147 |
3128.59 Rank: 66/147 |
4.678 Rank: 123/147 |
0.42884 Rank: 30/147 |
0.50418 (±0.00326) Rank: 28/147 |
0.64816 (±0.00212) Rank: 31/147 |
fcs | 7601.6 | 803.16 | 97.30 Rank: 114/147 |
6737.20 Rank: 15/147 |
4.246 Rank: 113/147 |
0.24313 Rank: 26/147 |
0.72737 (±0.00681) Rank: 60/147 |
0.79217 (±0.00536) Rank: 64/147 |
lms | 2606.6 | 429.17 | 99.07 Rank: 70/147 |
2598.72 Rank: 126/147 |
4.769 Rank: 8/147 |
0.28004 Rank: 50/147 |
0.81383 (±0.00786) Rank: 79/147 |
0.86997 (±0.00939) Rank: 85/147 |
lb | 5818.7 | 650.54 | 98.61 Rank: 32/147 |
3973.96 Rank: 22/147 |
4.634 Rank: 67/147 |
0.49053 Rank: 56/147 |
0.68106 (±0.00178) Rank: 45/147 |
0.77375 (±0.00351) Rank: 49/147 |
mc | 7279.0 | 759.91 | 99.47 Rank: 94/147 |
5768.21 Rank: 15/147 |
4.631 Rank: 73/147 |
0.35154 Rank: 16/147 |
0.55009 (±0.00844) Rank: 16/147 |
0.69240 (±0.00959) Rank: 16/147 |
mr | 7315.8 | 670.25 | 95.23 Rank: 22/147 |
6248.44 Rank: 20/147 |
4.022 Rank: 97/147 |
0.49894 Rank: 70/147 |
0.46832 (±0.00415) Rank: 25/147 |
0.58363 (±0.00513) Rank: 26/147 |
psm | 7548.6 | 527.83 | 95.19 Rank: 39/147 |
6511.58 Rank: 8/147 |
3.581 Rank: 40/147 |
0.51115 Rank: 13/147 |
0.48041 (±0.00925) Rank: 32/147 |
0.56196 (±0.00932) Rank: 30/147 |
sf | 7643.5 | 782.13 | 95.36 Rank: 133/147 |
7441.05 Rank: 18/147 |
4.171 Rank: 124/147 |
0.31998 Rank: 45/147 |
0.68762 (±0.00256) Rank: 111/147 |
0.76908 (±0.00277) Rank: 118/147 |
spc | 6868.1 | 607.39 | 98.64 Rank: 100/147 |
5168.70 Rank: 24/147 |
4.355 Rank: 58/147 |
0.45650 Rank: 34/147 |
0.70379 (±0.00679) Rank: 48/147 |
0.80060 (±0.00652) Rank: 49/147 |
avg | 6449.4 | 640.08 | 97.63 Rank: 65/147 |
5286.27 Rank: 21/147 |
4.343 Rank: 76/147 |
0.39785 Rank: 25/147 |
0.62408 (±0.00098) Rank: 39/147 |
0.72130 (±0.00085) Rank: 40/147 |
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 25 images (displaying: 10). 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 —