Submission ID: 628c2a9f
rootsift8k_s_nonms
Processed: 21-06-07. Download link: 628c2a9f942b8101-rootsift8k.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: Hongkai Chen (contact)
- Keypoint: cv2dog
- Descriptor: rootsift8k (128 float32: 512 bytes)
- Number of features: 8000
- Summary: rootsift8k_s_nonms
- Paper: N/A
- Website: N/A
- Processing date: 21-06-07
Phototourism dataset / Stereo track
mAA at 10 degrees: 0.53284 (±0.00000 over 1 run(s) / ±0.13295 over 9 scenes)
Rank (per category): 26 (of 51)
Scene | Features | Matches (raw) |
Matches (final) |
Rep. @ 3 px. | MS @ 3 px. | mAA(5o) | mAA(10o) |
BM | 7934.8 | — | 690.3 | 0.466 Rank: 48/51 |
0.895 Rank: 37/51 |
0.22778 (±0.00000) Rank: 29/51 |
0.36125 (±0.00000) Rank: 28/51 |
FCS | 7842.9 | — | 1003.1 | 0.425 Rank: 48/51 |
0.867 Rank: 35/51 |
0.64256 (±0.00000) Rank: 20/51 |
0.76535 (±0.00000) Rank: 18/51 |
LMS | 7719.9 | — | 537.1 | 0.412 Rank: 41/51 |
0.672 Rank: 31/51 |
0.44430 (±0.00000) Rank: 34/51 |
0.53673 (±0.00000) Rank: 37/51 |
LB | 7936.3 | — | 602.0 | 0.457 Rank: 41/51 |
0.701 Rank: 38/51 |
0.44522 (±0.00000) Rank: 29/51 |
0.55051 (±0.00000) Rank: 30/51 |
MC | 7799.2 | — | 1115.7 | 0.523 Rank: 46/51 |
0.848 Rank: 42/51 |
0.37914 (±0.00000) Rank: 29/51 |
0.53967 (±0.00000) Rank: 28/51 |
MR | 7777.5 | — | 972.7 | 0.452 Rank: 46/51 |
0.885 Rank: 39/51 |
0.32463 (±0.00000) Rank: 18/51 |
0.43651 (±0.00000) Rank: 21/51 |
PSM | 7779.5 | — | 765.7 | 0.381 Rank: 48/51 |
0.652 Rank: 25/51 |
0.18645 (±0.00000) Rank: 21/51 |
0.32737 (±0.00000) Rank: 15/51 |
SF | 7882.8 | — | 1203.2 | 0.477 Rank: 38/51 |
0.781 Rank: 38/51 |
0.53018 (±0.00000) Rank: 21/51 |
0.66280 (±0.00000) Rank: 20/51 |
SPC | 7816.7 | — | 782.4 | 0.442 Rank: 48/51 |
0.792 Rank: 36/51 |
0.44739 (±0.00000) Rank: 26/51 |
0.61535 (±0.00000) Rank: 24/51 |
Avg | 7832.2 | — | 852.5 | 0.448 Rank: 48/51 |
0.788 Rank: 37/51 |
0.40307 (±0.00000) Rank: 27/51 |
0.53284 (±0.00000) Rank: 26/51 |
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) / ±0.09995 over 9 scenes)
Rank (per category): 18 (of 51)
Scene | Features | Matches (input) |
RegistrationRatio (%) | Number of Landmarks |
Track Length | ATE | mAA(50) | mAA(100) |
BM | 7934.8 | 687.75 | 99.76 Rank: 29/51 |
5013.80 Rank: 16/51 |
4.413 Rank: 39/51 |
0.47736 Rank: 30/51 |
0.43929 (±0.00000) Rank: 33/51 |
0.60130 (±0.00000) Rank: 32/51 |
FCS | 7842.9 | 1041.23 | 99.60 Rank: 1/51 |
7983.67 Rank: 13/51 |
4.516 Rank: 27/51 |
0.21039 Rank: 4/51 |
0.79106 (±0.00000) Rank: 2/51 |
0.84953 (±0.00000) Rank: 2/51 |
LMS | 7719.9 | 579.07 | 98.80 Rank: 32/51 |
4959.49 Rank: 16/51 |
4.288 Rank: 32/51 |
0.31659 Rank: 27/51 |
0.76827 (±0.00000) Rank: 32/51 |
0.82923 (±0.00000) Rank: 32/51 |
LB | 7936.3 | 727.58 | 98.36 Rank: 1/51 |
5378.86 Rank: 11/51 |
4.532 Rank: 32/51 |
0.46802 Rank: 11/51 |
0.72016 (±0.00000) Rank: 13/51 |
0.80927 (±0.00000) Rank: 14/51 |
MC | 7799.2 | 1099.33 | 100.00 Rank: 1/51 |
7133.51 Rank: 10/51 |
4.859 Rank: 29/51 |
0.37171 Rank: 30/51 |
0.51684 (±0.00000) Rank: 33/51 |
0.67216 (±0.00000) Rank: 33/51 |
MR | 7777.5 | 970.54 | 96.67 Rank: 4/51 |
7562.87 Rank: 13/51 |
4.327 Rank: 33/51 |
0.45728 Rank: 4/51 |
0.47173 (±0.00000) Rank: 14/51 |
0.59103 (±0.00000) Rank: 13/51 |
PSM | 7779.5 | 768.12 | 98.91 Rank: 15/51 |
7830.78 Rank: 13/51 |
3.968 Rank: 19/51 |
0.35443 Rank: 11/51 |
0.61972 (±0.00000) Rank: 12/51 |
0.69608 (±0.00000) Rank: 12/51 |
SF | 7882.8 | 1178.17 | 99.48 Rank: 16/51 |
8794.50 Rank: 11/51 |
4.662 Rank: 30/51 |
0.30505 Rank: 24/51 |
0.76477 (±0.00000) Rank: 17/51 |
0.84480 (±0.00000) Rank: 18/51 |
SPC | 7816.7 | 814.72 | 99.93 Rank: 14/51 |
6849.10 Rank: 13/51 |
4.471 Rank: 31/51 |
0.38623 Rank: 4/51 |
0.71479 (±0.00000) Rank: 22/51 |
0.82087 (±0.00000) Rank: 19/51 |
Avg | 7832.2 | 874.06 | 99.06 Rank: 5/51 |
6834.06 Rank: 13/51 |
4.448 Rank: 30/51 |
0.37189 Rank: 10/51 |
0.64518 (±0.00000) Rank: 19/51 |
0.74603 (±0.00000) Rank: 18/51 |
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: 0.54094 (±0.00000 over 1 run(s) / ±0.05535 over 3 scenes)
Rank (per category): 29 (of 51)
Scene | Features | Matches (raw) |
Matches (final) |
Rep. @ 3 px. | MS @ 3 px. | mAA(5o) | mAA(10o) |
Lizard | 8000.0 | — | 609.5 | 0.123 Rank: 16/51 |
0.013 Rank: 3/51 |
0.32621 (±0.00000) Rank: 31/51 |
0.46644 (±0.00000) Rank: 30/51 |
Pond | 8000.0 | — | 608.7 | 0.146 Rank: 20/51 |
0.055 Rank: 16/51 |
0.45371 (±0.00000) Rank: 27/51 |
0.59900 (±0.00000) Rank: 26/51 |
Tree | 8000.0 | — | 431.5 | 0.109 Rank: 23/51 |
0.019 Rank: 26/51 |
0.44415 (±0.00000) Rank: 33/51 |
0.55740 (±0.00000) Rank: 33/51 |
Avg | 8000.0 | — | 549.9 | 0.126 Rank: 20/51 |
0.029 Rank: 4/51 |
0.40802 (±0.00000) Rank: 31/51 |
0.54094 (±0.00000) Rank: 29/51 |
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.
— Lizard —
— Pond —
— Tree —
Prague Parks dataset / Multiview track
mAA at 10 degrees: N/A (±0.00000 over 1 run(s) / ±0.13375 over 3 scenes)
Rank (per category): 29 (of 51)
Scene | Features | Matches (input) |
RegistrationRatio (%) | Number of Landmarks |
Track Length | ATE | mAA(50) | mAA(100) |
Lizard | 8000.0 | 633.89 | 84.13 Rank: 22/51 |
2320.10 Rank: 19/51 |
3.049 Rank: 32/51 |
13.67642 Rank: 7/51 |
0.52718 (±0.00000) Rank: 23/51 |
0.62396 (±0.00000) Rank: 22/51 |
Pond | 8000.0 | 762.37 | 68.50 Rank: 25/51 |
1975.92 Rank: 26/51 |
2.708 Rank: 31/51 |
0.42520 Rank: 14/51 |
0.26858 (±0.00000) Rank: 18/51 |
0.30418 (±0.00000) Rank: 14/51 |
Tree | 8000.0 | 509.42 | 73.57 Rank: 5/51 |
1379.01 Rank: 18/51 |
2.895 Rank: 28/51 |
5.40077 Rank: 4/51 |
0.36827 (±0.00000) Rank: 32/51 |
0.40238 (±0.00000) Rank: 32/51 |
Avg | 8000.0 | 635.23 | 75.40 Rank: 15/51 |
1891.68 Rank: 19/51 |
2.884 Rank: 32/51 |
6.50080 Rank: 5/51 |
0.38801 (±0.00000) Rank: 29/51 |
0.44350 (±0.00000) Rank: 29/51 |
Google Urban dataset / Stereo track
mAA at 10 degrees: 0.24092 (±0.00000 over 1 run(s) / ±0.11294 over 17 scenes)
Rank (per category): 26 (of 51)
Scene | Features | Matches (raw) |
Matches (final) |
mAA(5o) | mAA(10o) |
Amsterdam (AMS) | 4857.9 | — | 233.9 | 0.16607 (±0.00000) Rank: 22/51 |
0.28973 (±0.00000) Rank: 22/51 |
Bangkok (BGK) | 4856.4 | — | 211.9 | 0.03127 (±0.00000) Rank: 28/51 |
0.10000 (±0.00000) Rank: 28/51 |
Barcelona (BCN) | 4803.5 | — | 150.7 | 0.05788 (±0.00000) Rank: 26/51 |
0.10952 (±0.00000) Rank: 26/51 |
Buenos Aires (BAR) | 5505.6 | — | 205.3 | 0.13333 (±0.00000) Rank: 22/51 |
0.23333 (±0.00000) Rank: 25/51 |
Cambridge (CAM) | 4850.5 | — | 162.9 | 0.19932 (±0.00000) Rank: 22/51 |
0.30753 (±0.00000) Rank: 24/51 |
Cannes (CAN) | 4698.1 | — | 156.6 | 0.26359 (±0.00000) Rank: 26/51 |
0.36820 (±0.00000) Rank: 26/51 |
Chicago (CHI) | 4746.9 | — | 63.2 | 0.04686 (±0.00000) Rank: 27/51 |
0.09023 (±0.00000) Rank: 27/51 |
Helsinki (HEL) | 4729.9 | — | 258.3 | 0.24639 (±0.00000) Rank: 26/51 |
0.42964 (±0.00000) Rank: 26/51 |
Madrid (MAD) | 5910.3 | — | 167.5 | 0.03647 (±0.00000) Rank: 25/51 |
0.09271 (±0.00000) Rank: 25/51 |
Mountain View (MTV) | 5137.2 | — | 116.2 | 0.09922 (±0.00000) Rank: 26/51 |
0.18086 (±0.00000) Rank: 26/51 |
New Orleans (NOR) | 5116.9 | — | 128.1 | 0.14852 (±0.00000) Rank: 26/51 |
0.20680 (±0.00000) Rank: 26/51 |
San Francisco (SF) | 5070.3 | — | 185.3 | 0.08924 (±0.00000) Rank: 24/51 |
0.18425 (±0.00000) Rank: 23/51 |
Singapore (SG) | 5735.7 | — | 175.8 | 0.16203 (±0.00000) Rank: 25/51 |
0.24684 (±0.00000) Rank: 26/51 |
Sydney (SYD) | 5122.8 | — | 177.5 | 0.20524 (±0.00000) Rank: 24/51 |
0.29825 (±0.00000) Rank: 26/51 |
Tokyo (TOK) | 4677.4 | — | 186.2 | 0.34706 (±0.00000) Rank: 26/51 |
0.47745 (±0.00000) Rank: 26/51 |
Toronto (TOR) | 5693.8 | — | 113.0 | 0.08800 (±0.00000) Rank: 26/51 |
0.17280 (±0.00000) Rank: 27/51 |
Zurich (ZRH) | 4879.4 | — | 230.8 | 0.20619 (±0.00000) Rank: 24/51 |
0.30756 (±0.00000) Rank: 19/51 |
Average (Avg) | 5081.9 | — | 172.0 | 0.14863 (±0.00000) Rank: 26/51 |
0.24092 (±0.00000) Rank: 26/51 |
We show the inliers that survive the robust estimation loop (i.e. RANSAC), or those supplied with the submission if using custom matches. As the dataset does not contain depth, we color them based on the symmetric epopilar distance on normalized coordinates: from 0 (green) to 2e-4 (yellow), and in red above it. Note that these occasionally contain false positives.
— Amsterdam —
— Bangkok —
— Barcelona —
— Buenos Aires —
— Cambridge —
— Cannes —
— Chicago —
— Helsinki —
— Madrid —
— Mountain View —
— New Orleans —
— San Francisco —
— Singapore —
— Sydney —
— Tokyo —
— Toronto —
— Zurich —
Google Urban dataset / Multiview track
mAA at 10 degrees: N/A (±0.00000 over 1 run(s) / ±0.10221 over 17 scenes)
Rank (per category): 24 (of 51)
Scene | Features | Matches (input) |
RegistrationRatio (%) | Number of Landmarks |
Track Length | ATE | mAA(50) | mAA(100) |
AMS | 4857.9 | 139.85 | 81.39 Rank: 20/51 |
1394.23 Rank: 22/51 |
3.284 Rank: 21/51 |
19.17093 Rank: 5/51 |
0.23376 (±0.00000) Rank: 20/51 |
0.31398 (±0.00000) Rank: 20/51 |
BGK | 4856.4 | 140.14 | 92.00 Rank: 20/51 |
1666.73 Rank: 25/51 |
3.256 Rank: 24/51 |
10.86023 Rank: 4/51 |
0.01814 (±0.00000) Rank: 23/51 |
0.06092 (±0.00000) Rank: 23/51 |
BCN | 4803.5 | 87.13 | 76.66 Rank: 21/51 |
775.05 Rank: 23/51 |
3.314 Rank: 19/51 |
26.97791 Rank: 18/51 |
0.08059 (±0.00000) Rank: 22/51 |
0.13759 (±0.00000) Rank: 20/51 |
BAR | 5505.6 | 105.28 | 61.70 Rank: 23/51 |
573.80 Rank: 25/51 |
2.916 Rank: 21/51 |
11.33625 Rank: 8/51 |
0.03326 (±0.00000) Rank: 24/51 |
0.07107 (±0.00000) Rank: 23/51 |
CAM | 4850.5 | 94.83 | 72.62 Rank: 21/51 |
856.01 Rank: 21/51 |
3.018 Rank: 20/51 |
19.00956 Rank: 9/51 |
0.09988 (±0.00000) Rank: 21/51 |
0.15412 (±0.00000) Rank: 20/51 |
CAN | 4698.1 | 84.65 | 56.44 Rank: 23/51 |
409.69 Rank: 23/51 |
2.775 Rank: 25/51 |
8.52883 Rank: 5/51 |
0.01433 (±0.00000) Rank: 24/51 |
0.03951 (±0.00000) Rank: 23/51 |
CHI | 4746.9 | 56.54 | 56.82 Rank: 25/51 |
185.51 Rank: 25/51 |
2.988 Rank: 25/51 |
31.90594 Rank: 4/51 |
0.00968 (±0.00000) Rank: 25/51 |
0.02486 (±0.00000) Rank: 25/51 |
HEL | 4729.9 | 181.83 | 87.18 Rank: 23/51 |
1907.97 Rank: 24/51 |
3.277 Rank: 16/51 |
11.78078 Rank: 5/51 |
0.25573 (±0.00000) Rank: 20/51 |
0.38073 (±0.00000) Rank: 20/51 |
MAD | 5910.3 | 104.45 | 82.61 Rank: 13/51 |
1321.30 Rank: 17/51 |
3.136 Rank: 18/51 |
3.45708 Rank: 4/51 |
0.04664 (±0.00000) Rank: 14/51 |
0.10722 (±0.00000) Rank: 13/51 |
MTV | 5137.2 | 80.41 | 82.88 Rank: 19/51 |
1013.46 Rank: 20/51 |
3.195 Rank: 22/51 |
12.54799 Rank: 6/51 |
0.10205 (±0.00000) Rank: 24/51 |
0.18497 (±0.00000) Rank: 24/51 |
NOR | 5116.9 | 85.44 | 58.96 Rank: 21/51 |
459.27 Rank: 22/51 |
2.635 Rank: 24/51 |
6.25285 Rank: 6/51 |
0.06773 (±0.00000) Rank: 21/51 |
0.10137 (±0.00000) Rank: 20/51 |
SF | 5070.3 | 107.71 | 80.37 Rank: 17/51 |
1099.05 Rank: 20/51 |
2.957 Rank: 21/51 |
15.03143 Rank: 11/51 |
0.12746 (±0.00000) Rank: 18/51 |
0.21037 (±0.00000) Rank: 18/51 |
SG | 5735.7 | 104.83 | 66.37 Rank: 15/51 |
736.53 Rank: 19/51 |
2.927 Rank: 21/51 |
15.35878 Rank: 16/51 |
0.05973 (±0.00000) Rank: 22/51 |
0.09961 (±0.00000) Rank: 22/51 |
SYD | 5122.8 | 103.86 | 71.38 Rank: 20/51 |
681.08 Rank: 23/51 |
3.117 Rank: 12/51 |
14.56673 Rank: 20/51 |
0.11859 (±0.00000) Rank: 19/51 |
0.17900 (±0.00000) Rank: 19/51 |
TOK | 4677.4 | 112.96 | 78.10 Rank: 22/51 |
1236.44 Rank: 25/51 |
2.986 Rank: 25/51 |
9.46152 Rank: 7/51 |
0.27624 (±0.00000) Rank: 26/51 |
0.33787 (±0.00000) Rank: 24/51 |
TOR | 5693.8 | 64.85 | 70.02 Rank: 22/51 |
640.85 Rank: 19/51 |
2.855 Rank: 23/51 |
11.17481 Rank: 6/51 |
0.03581 (±0.00000) Rank: 25/51 |
0.07754 (±0.00000) Rank: 25/51 |
ZRH | 4879.4 | 133.66 | 77.89 Rank: 17/51 |
1412.37 Rank: 19/51 |
3.043 Rank: 14/51 |
16.58341 Rank: 13/51 |
0.05081 (±0.00000) Rank: 20/51 |
0.10159 (±0.00000) Rank: 17/51 |
Avg | 5081.9 | 105.20 | 73.73 Rank: 21/51 |
962.90 Rank: 25/51 |
3.040 Rank: 22/51 |
14.35324 Rank: 6/51 |
0.09591 (±0.00000) Rank: 24/51 |
0.15190 (±0.00000) Rank: 24/51 |
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.
— Amsterdam —
— Bangkok —
— Barcelona —
— Buenos Aires —
— Cambridge —
— Cannes —
— Chicago —
— Helsinki —
— Madrid —
— Mountain View —
— New Orleans —
— San Francisco —
— Singapore —
— Sydney —
— Tokyo —
— Toronto —
— Zurich —