Cholec80
Benchmarks
TaskDatasetSOTA resultTrendResults
Cholec80
96Accuracy
70
Cholec80 (test)
0.874F1 Score
37
Cholec80 (test)
86.89Precision
28
Cholec80 CVS
0.386mAP
26
Cholec80
92.2Acc
24
Cholec80
73.4Phase Accuracy
16
Cholec80 (test)
95.6AP (Bipolar)
14
Cholec80-Haze 1 (test)
3.1NIQE
10
Cholec80 (test)
276.2FVD
10
Cholec80 (10%)
69.6Accuracy
9
Cholec80 (video-by-video)
95.43Accuracy
9
Cholec80
0.316LSR
8
Cholec80
61.2Eep
8
Cholec80 (test)
457.3FVD
7
Cholec80 (test)
54.5Grasper
7
Cholec80 (test)
59MOTP (Theta=0.3)
7
Cholec80
67.4mDICE
6
Cholec80 (val)
87.73AP50
6
Cholec80 (val)
82.08IoU (C)
6
Cholec80 Mislabeled (test)
85.9EDA
6
Cholec80 (test)
88.7BB IoU
5
Cholec80 (test)
119.08Speed (fps)
4
Cholec80 (five-fold cross-validation)
82.6Accuracy
4
Cholec80
70.35Top-5 Overall Accuracy
4
Cholec80
88Precision
4