EndoVis
Benchmarks
TaskDatasetSOTA resultTrendResults
EndoVis 2018 (ID)
91.6mIoU
35
EndoVis 2018 (test)
88.24Ch_IoU
32
EndoVis VQA In-template 18 (val)
98Accuracy
25
EndoVis 2017 (test)
78.57mIoU
22
EndoVis-VQA In-template 18
87.2BLEU-4
20
Endovis multiclass 17 (test)
0.838Dice Score
18
Endovis binary 17 (test)
95.56Dice Score
18
EndoVis 17
86.65Dice
18
EndoVis 2017 (t=1) & 2018 (t=2) (test)
79.79IoU (PF)
17
EndoVis18
31.99PSNR
14
EndoVis 17
20.69FPS
14
Endovis17 to Endovis18 1.0 (target)
76.24Scissor IoU
14
EndoVis 2017 1 (test)
84.06DSC
12
EndoVis 2018 1 (test)
83.15DSC
12
EndoVis
91Avg. Precision
12
EndoVis 2017
79.9Ch_IoU
11
EndoVis at t=1 18
62.65Accuracy
11
EndoVis18
52.96Seq 5: Inst-Wrist IoU
10
EndoVis 2018
79.52Dice Score
10
Uni-EndoVis I 18
85.1J&F
10
EndoVis at t=1 17
81.59Accuracy
10
EndoVis17 (t=2)
46.77Acc
10
EndoVis 18 (t=2)
39.13Accuracy
10
EndoVis Noisy 2018 α = 0.5
50.34mIOU
10
EndoVis18 Seq_9
38.49mIoU (instrument-shaft)
10