Shadow Detection
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
2.43Balanced Error Rate (BER)
53
May 13, 2026
2.94BER
42
Feb 26, 2026
0.039BER
37
May 13, 2026
5.69BER
35
May 13, 2026
1.27BER
23
Feb 26, 2026
9.006BER
18
Feb 26, 2026
0.058MAE
14
Feb 26, 2026
0.028MAE
14
Feb 26, 2026
92.65F1-Score
12
Apr 29, 2026
12.93BER
12
Feb 26, 2026
0.045BER
12
Feb 26, 2026
6.5BER
12
Feb 26, 2026
4.46BER (All)
10
May 13, 2026
7.64BER (All)
10
May 13, 2026
3.88BER (All)
10
May 13, 2026
97.59Accuracy
10
Apr 29, 2026
0.98BER
8
Feb 26, 2026
86.27F-beta (Overall)
8
Feb 26, 2026
95.8ROC AUC
6
Feb 26, 2026
95Accuracy
6
Feb 26, 2026
95Accuracy
6
Feb 26, 2026
8.77Shadow Error Rate
4
Feb 26, 2026
9.02Shadow Error Rate
4
Feb 26, 2026
0.55Testing Time (hours)
3
Feb 26, 2026
0.33Testing Time (hours)
3
Feb 26, 2026