Submission ID: 5996aae4
simlairty_corner
Processed: 21-07-25. Download link: 5996aae4e0bbf4a3-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: 21-07-25
Phototourism dataset / Stereo track
mAA at 10 degrees: 0.50447 (±0.00000 over 1 run(s) / ±0.16618 over 9 scenes)
Rank (per category): 33 (of 51)
Scene | Features | Matches (raw) |
Matches (final) |
Rep. @ 3 px. | MS @ 3 px. | mAA(5o) | mAA(10o) |
BM | 8000.0 | 1038.3 | 837.3 | 0.777 Rank: 3/51 |
0.939 Rank: 17/51 |
0.16324 (±0.00000) Rank: 36/51 |
0.26548 (±0.00000) Rank: 36/51 |
FCS | 8000.0 | 921.0 | 638.8 | 0.516 Rank: 21/51 |
0.892 Rank: 27/51 |
0.55969 (±0.00000) Rank: 36/51 |
0.68625 (±0.00000) Rank: 34/51 |
LMS | 8000.0 | 1021.6 | 760.3 | 0.648 Rank: 1/51 |
0.718 Rank: 8/51 |
0.59996 (±0.00000) Rank: 7/51 |
0.72676 (±0.00000) Rank: 6/51 |
LB | 8000.0 | 514.3 | 338.3 | 0.525 Rank: 28/51 |
0.766 Rank: 12/51 |
0.43201 (±0.00000) Rank: 36/51 |
0.53585 (±0.00000) Rank: 33/51 |
MC | 8000.0 | 957.8 | 721.4 | 0.633 Rank: 19/51 |
0.944 Rank: 12/51 |
0.37070 (±0.00000) Rank: 36/51 |
0.53178 (±0.00000) Rank: 31/51 |
MR | 8000.0 | 998.1 | 755.3 | 0.603 Rank: 17/51 |
0.947 Rank: 19/51 |
0.26449 (±0.00000) Rank: 37/51 |
0.37097 (±0.00000) Rank: 36/51 |
PSM | 8000.0 | 692.9 | 484.8 | 0.497 Rank: 19/51 |
0.675 Rank: 15/51 |
0.13046 (±0.00000) Rank: 34/51 |
0.23520 (±0.00000) Rank: 34/51 |
SF | 8000.0 | 1082.3 | 747.7 | 0.541 Rank: 20/51 |
0.857 Rank: 15/51 |
0.48083 (±0.00000) Rank: 30/51 |
0.61522 (±0.00000) Rank: 29/51 |
SPC | 8000.0 | 745.7 | 494.9 | 0.596 Rank: 19/51 |
0.864 Rank: 12/51 |
0.41140 (±0.00000) Rank: 32/51 |
0.57270 (±0.00000) Rank: 31/51 |
Avg | 8000.0 | 885.8 | 642.1 | 0.593 Rank: 18/51 |
0.845 Rank: 12/51 |
0.37920 (±0.00000) Rank: 32/51 |
0.50447 (±0.00000) Rank: 33/51 |
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) / ±0.12172 over 9 scenes)
Rank (per category): 29 (of 51)
Scene | Features | Matches (input) |
RegistrationRatio (%) | Number of Landmarks |
Track Length | ATE | mAA(50) | mAA(100) |
BM | 8000.0 | 1039.15 | 99.40 Rank: 44/51 |
3971.60 Rank: 22/51 |
5.722 Rank: 12/51 |
0.51169 Rank: 36/51 |
0.42746 (±0.00000) Rank: 38/51 |
0.57774 (±0.00000) Rank: 38/51 |
FCS | 8000.0 | 950.36 | 98.67 Rank: 12/51 |
5799.55 Rank: 21/51 |
4.546 Rank: 25/51 |
0.23514 Rank: 20/51 |
0.72508 (±0.00000) Rank: 23/51 |
0.79277 (±0.00000) Rank: 23/51 |
LMS | 8000.0 | 1098.76 | 99.33 Rank: 17/51 |
5162.45 Rank: 15/51 |
5.138 Rank: 18/51 |
0.28700 Rank: 11/51 |
0.85633 (±0.00000) Rank: 4/51 |
0.91077 (±0.00000) Rank: 3/51 |
LB | 8000.0 | 593.11 | 97.83 Rank: 30/51 |
3057.46 Rank: 35/51 |
4.699 Rank: 29/51 |
0.49525 Rank: 32/51 |
0.62499 (±0.00000) Rank: 38/51 |
0.72748 (±0.00000) Rank: 39/51 |
MC | 8000.0 | 939.33 | 100.00 Rank: 1/51 |
4275.83 Rank: 33/51 |
5.308 Rank: 23/51 |
0.37653 Rank: 32/51 |
0.52307 (±0.00000) Rank: 32/51 |
0.67466 (±0.00000) Rank: 32/51 |
MR | 8000.0 | 992.25 | 95.00 Rank: 22/51 |
5682.00 Rank: 20/51 |
4.747 Rank: 15/51 |
0.50379 Rank: 29/51 |
0.43503 (±0.00000) Rank: 31/51 |
0.55344 (±0.00000) Rank: 29/51 |
PSM | 8000.0 | 688.25 | 98.28 Rank: 22/51 |
6549.30 Rank: 17/51 |
3.680 Rank: 28/51 |
0.49912 Rank: 24/51 |
0.48144 (±0.00000) Rank: 28/51 |
0.56841 (±0.00000) Rank: 27/51 |
SF | 8000.0 | 1074.61 | 99.25 Rank: 21/51 |
6102.56 Rank: 25/51 |
4.908 Rank: 21/51 |
0.30238 Rank: 21/51 |
0.73218 (±0.00000) Rank: 25/51 |
0.82122 (±0.00000) Rank: 23/51 |
SPC | 8000.0 | 768.21 | 99.87 Rank: 20/51 |
4839.98 Rank: 22/51 |
4.799 Rank: 26/51 |
0.49112 Rank: 26/51 |
0.71157 (±0.00000) Rank: 23/51 |
0.81238 (±0.00000) Rank: 23/51 |
Avg | 8000.0 | 904.89 | 98.63 Rank: 19/51 |
5048.97 Rank: 19/51 |
4.839 Rank: 23/51 |
0.41134 Rank: 27/51 |
0.61302 (±0.00000) Rank: 29/51 |
0.71543 (±0.00000) Rank: 29/51 |
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.