Homography Estimation
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
65Overall Accuracy (< 1px)
81
Apr 13, 2026
71.9AUC @3px
55
Apr 14, 2026
1.07MACE
49
Mar 5, 2026
0.184MACE
35
Mar 5, 2026
1.001MACE
30
Mar 5, 2026
0.526MACE
30
Mar 5, 2026
35.7Accuracy (<1px)
27
Feb 26, 2026
1.423MACE
26
Mar 5, 2026
0.22RE
20
Feb 26, 2026
0.65MACE
19
Feb 26, 2026
0.31Average Error (AVG)
18
Jun 5, 2026
1.48MACE
16
Feb 26, 2026
1.06MACE
16
Feb 26, 2026
60AUC @ 3px
13
Jul 1, 2026
39.26AUC @ 3px
13
Jul 1, 2026
29.77AUC @ 3px
13
Jul 1, 2026
0Success Rate (Failed)
13
Apr 14, 2026
5.239MACE
13
Mar 5, 2026
5.093MACE
13
Mar 5, 2026
0.623Accuracy @ 1px
12
Feb 26, 2026
1.71Residual Error (RE)
12
Feb 26, 2026
12.75RE
12
Feb 26, 2026
93.4IoU Whole Mean
11
Mar 11, 2026
5.239MACE
11
Mar 5, 2026
32.27mAA (AUC) @ 1 px
10
Jun 19, 2026