Submission ID: 00606
HardNet-epoch2-OANet
Processed: 20-05-30. Download link: sid-00606-sift2k_2k_hardnet-epoch2.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: Chen Shen, Zhipeng Wang, Jun Zhang, Zhongkun Chen, Zhiwei Ruan, Jingchao Zhou, Pengfei Xu (contact)
- Keypoint: sift2k
- Descriptor: hardnet-epoch2 (128 float32: 512 bytes)
- Number of features: 2048
- Summary: sift and hardnet with 2k features, using the oanet and setting keypoint orientation to a constant value to increase performance.
- Paper: N/A
- Website: N/A
- Origin: Submission
- Flags: is_submission, is_challenge_2020
Phototourism / Stereo track
mAA at 10 degrees: 0.46389 (±0.00000 over 3 run(s) / ±0.14217 over 9 scenes)
Rank (per category): 20 (of 108)
Scene | Features | Matches (matcher) |
Matches (filter) |
Matches (final) |
Rep. @ 3 px. | MS @ 3 px. | mAA(5o) | mAA(10o) |
bm | 2048.0 | — | — | 427.8 | 0.474 Rank: 27/108 |
0.912 Rank: 59/108 |
0.13219 (±0.00000) Rank: 61/108 |
0.22743 (±0.00000) Rank: 61/108 |
fcs | 2048.0 | — | — | 243.9 | 0.291 Rank: 74/108 |
0.846 Rank: 74/108 |
0.51876 (±0.00000) Rank: 35/108 |
0.64683 (±0.00000) Rank: 37/108 |
lms | 2048.0 | — | — | 278.7 | 0.394 Rank: 18/108 |
0.666 Rank: 73/108 |
0.50230 (±0.00000) Rank: 13/108 |
0.62780 (±0.00000) Rank: 13/108 |
lb | 2048.0 | — | — | 153.0 | 0.314 Rank: 45/108 |
0.615 Rank: 88/108 |
0.32434 (±0.00000) Rank: 61/108 |
0.43536 (±0.00000) Rank: 31/108 |
mc | 2048.0 | — | — | 214.5 | 0.359 Rank: 43/108 |
0.888 Rank: 56/108 |
0.33887 (±0.00000) Rank: 61/108 |
0.49238 (±0.00000) Rank: 10/108 |
mr | 2046.0 | — | — | 229.2 | 0.331 Rank: 52/108 |
0.918 Rank: 41/108 |
0.24578 (±0.00000) Rank: 12/108 |
0.35709 (±0.00000) Rank: 9/108 |
psm | 2048.0 | — | — | 185.4 | 0.283 Rank: 42/108 |
0.473 Rank: 39/108 |
0.14992 (±0.00000) Rank: 16/108 |
0.27574 (±0.00000) Rank: 16/108 |
sf | 2047.9 | — | — | 248.7 | 0.340 Rank: 44/108 |
0.802 Rank: 51/108 |
0.40199 (±0.00000) Rank: 19/108 |
0.54586 (±0.00000) Rank: 18/108 |
spc | 2048.0 | — | — | 220.3 | 0.332 Rank: 41/108 |
0.834 Rank: 35/108 |
0.40225 (±0.00000) Rank: 17/108 |
0.56649 (±0.00000) Rank: 16/108 |
avg | 2047.8 | — | — | 244.6 | 0.347 Rank: 43/108 |
0.773 Rank: 56/108 |
0.33516 (±0.00000) Rank: 22/108 |
0.46389 (±0.00000) Rank: 20/108 |
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: 0.69407 (±0.00216 over 3 run(s) / ±0.13932 over 9 scenes)
Rank (per category): 23 (of 108)
Scene | Features | Matches (input) |
RegistrationRatio (%) | Number of Landmarks |
Track Length | ATE | mAA(50) | mAA(100) |
bm | 2048.0 | 427.51 | 99.73 Rank: 39/108 |
1772.60 Rank: 23/108 |
5.928 Rank: 10/108 |
0.60431 Rank: 48/108 |
0.34662 (±0.00254) Rank: 47/108 |
0.50303 (±0.00258) Rank: 46/108 |
fcs | 2048.0 | 252.59 | 98.15 Rank: 15/108 |
2129.81 Rank: 26/108 |
4.352 Rank: 37/108 |
0.25068 Rank: 19/108 |
0.72214 (±0.00840) Rank: 22/108 |
0.79051 (±0.01010) Rank: 21/108 |
lms | 2048.0 | 296.98 | 99.04 Rank: 32/108 |
2094.48 Rank: 11/108 |
4.911 Rank: 35/108 |
0.36532 Rank: 81/108 |
0.81321 (±0.01092) Rank: 15/108 |
0.86634 (±0.00943) Rank: 19/108 |
lb | 2048.0 | 184.32 | 98.09 Rank: 37/108 |
1629.30 Rank: 28/108 |
4.240 Rank: 67/108 |
0.49498 Rank: 30/108 |
0.64332 (±0.00303) Rank: 25/108 |
0.75617 (±0.00385) Rank: 24/108 |
mc | 2048.0 | 207.72 | 99.24 Rank: 37/108 |
1723.97 Rank: 25/108 |
4.453 Rank: 42/108 |
0.34075 Rank: 6/108 |
0.54989 (±0.00462) Rank: 9/108 |
0.68572 (±0.00380) Rank: 14/108 |
mr | 2046.0 | 231.00 | 93.96 Rank: 17/108 |
2048.56 Rank: 9/108 |
4.089 Rank: 45/108 |
0.51807 Rank: 14/108 |
0.40103 (±0.00637) Rank: 8/108 |
0.52123 (±0.00726) Rank: 8/108 |
psm | 2048.0 | 184.13 | 92.37 Rank: 23/108 |
2033.99 Rank: 26/108 |
3.231 Rank: 31/108 |
0.52382 Rank: 21/108 |
0.40714 (±0.01261) Rank: 25/108 |
0.50147 (±0.01172) Rank: 26/108 |
sf | 2047.9 | 248.03 | 98.08 Rank: 28/108 |
2023.53 Rank: 33/108 |
4.601 Rank: 31/108 |
0.30553 Rank: 16/108 |
0.69627 (±0.00461) Rank: 29/108 |
0.78928 (±0.00435) Rank: 27/108 |
spc | 2048.0 | 227.76 | 99.84 Rank: 23/108 |
1791.69 Rank: 31/108 |
4.699 Rank: 29/108 |
0.45194 Rank: 18/108 |
0.73547 (±0.00135) Rank: 12/108 |
0.83289 (±0.00150) Rank: 12/108 |
avg | 2047.8 | 251.11 | 97.61 Rank: 23/108 |
1916.44 Rank: 23/108 |
4.501 Rank: 33/108 |
0.42838 Rank: 23/108 |
0.59057 (±0.00209) Rank: 24/108 |
0.69407 (±0.00216) Rank: 23/108 |
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 —