EndoVis
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
EndoVis 18 (Seq 5)
43.29mIoU (instrument-wrist)
10
EndoVis 2018
99Success Rate
9
EndoVis 18
43.9mIoU
8
Endovis 17
0.68DSC
8
EndoVis 2015
83.81mJ (Jaccard Index)
7
EndoVis (val)
89.4J (Jaccard Index)
7
Endovis (test)
43.5mBO-V
6
EndoVis α = 0.8 2018 (Noisy)
41.36mIOU
6
EndoVis 2018 α = 0.3 (Noisy)
52.91mIOU
6
Endovis MICCAI 2018 (test)
80.6Precision
5
EndoVis-IM17 (test)
89.91J
5
EndoVis 2018 (test)
77.53mDice (%)
5
Endovis to UCL Case 3
93.3Mean Dice (Domain A)
5
Endovis to Surgery Case 1
94.2Mean Dice (Domain A)
5
EndoVis 2018
64.4Challenge IoU
5
EndoVis18
81.2GPT-4 Score
4
EndoVis18
62.94BLEU-4
4
EndoVis18
79.67mIoU
4
EndoVis 18
76.67Accuracy
4
EndoVis 18
56Dice Score
4
EndoVis 2017&2018
25.81PSNR (Wrist & Gripper)
3
EndoVis 2019 (test)
92DSC
3
EndoVis 2018
41.97mAP@0.5 (Box)
2
EndoVis 2018
63.55mAP@0.5 (Box)
2
EndoVis Clean 2018
53.98mIOU
1