Share your thoughts, 1 month free Claude Pro on usSee more
WorkDL logo mark

EndoVis

Benchmarks

Task NameDataset NameSOTA ResultTrend
Surgical Scene SegmentationEndoVis 2018 (ID)
mIoU91.6
35
Surgical Instrument SegmentationEndoVis 2018 (test)
Ch_IoU88.24
32
Surgical Instrument SegmentationEndoVis 2017 (test)
mIoU78.57
22
Medical Image SegmentationEndovis multiclass 17 (test)
Dice Score0.8377
18
Medical Image SegmentationEndovis binary 17 (test)
Dice Score95.56
18
Semantic SegmentationEndoVis 17
Dice86.65
18
Instrument SegmentationEndoVis 2017 (t=1) & 2018 (t=2) (test)
IoU (PF)79.79
17
Low-Light Image EnhancementEndoVis18
PSNR31.99
14
Low-Light Image EnhancementEndoVis 17
FPS20.69
14
Surgical Instrument SegmentationEndovis17 to Endovis18 1.0 (target)
Scissor IoU76.24
14
Binary Surgical Instrument SegmentationEndoVis 2017 1 (test)
DSC84.06
12
Binary Surgical Instrument SegmentationEndoVis 2018 1 (test)
DSC83.15
12
Phase RecognitionEndoVis
Avg. Precision91
12
Surgical instrument segmentationEndoVis 2017
Ch_IoU79.9
11
Visual Question Localization and AnsweringEndoVis at t=1 18
Accuracy62.65
11
Linguistic Promptable Video Object SegmentationUni-EndoVis I 18
J&F85.1
10
Visual Question Localization and AnsweringEndoVis at t=1 17
Accuracy81.59
10
Visual Question Localization and AnsweringEndoVis17 (t=2)
Acc46.77
10
Visual Question Localization and AnsweringEndoVis 18 (t=2)
Accuracy39.13
10
Instrument SegmentationEndoVis Noisy 2018 α = 0.5
mIOU50.34
10
Semantic SegmentationEndoVis18 Seq_9
mIoU (instrument-shaft)38.49
10
Semantic SegmentationEndoVis 18 (Seq 5)
mIoU (instrument-wrist)43.29
10
Interactive Surgical SegmentationEndoVis 2018
Success Rate99
9
SegmentationEndoVis 18
mIoU43.9
8
Medical Image SegmentationEndovis 17
DSC0.68
8
Showing 25 of 42 rows