Datasets › Kvasir-Instrument
Kvasir-Instrument
Consists of annotated frames containing GI procedure tools such as snares, balloons and biopsy forceps, etc. Beside of the images, the dataset includes ground truth masks and bounding boxes and has been verified by two expert GI endoscopists.
Benchmarks archive 2025-07-28
All 3 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Medical Image Segmentation | Kvasir-Instrument | efficientnetb1 DSC 0.948 | Transfer Learning in Polyp and Endoscopic Tool... | ylefen/medai2021-polypixel | 3 | Compare |
| Semantic Segmentation | Kvasir-Instrument | DoubleUNet DSC 0.9038 | DoubleU-Net: A Deep Convolutional Neural Network for... | DebeshJha/2020-CBMS-DoubleU-Net +3 | 2 | Compare |
| Semi-Supervised Semantic Segmentation | Kvasir-Instrument | MMS(20% labeled) Dice (Average) 0.874 | Min-Max Similarity: A Contrastive Semi-Supervised Deep... | angeloucn/min_max_similarity | 1 | Compare |
Papers archive 2025-07-28
5 shown of 5 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 19. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Min-Max Similarity: A Contrastive Semi-Supervised Deep Learning Network for Surgical Tools Segmentation | 1 | 1 | 29 Mar 2022 | not harvested |
| Transfer Learning in Polyp and Endoscopic Tool Segmentation from Colonoscopy Images | 1 | 1 | 16 Nov 2021 | not harvested |
| Kvasir-Instrument: Diagnostic and therapeutic tool segmentation dataset in gastrointestinal endoscopy | 1 | 1 | 23 Oct 2020 | not harvested |
| DoubleU-Net: A Deep Convolutional Neural Network for Medical Image Segmentation | 4 | 2 | 8 Jun 2020 | ran 2 of 5 samples (3 unverified; 5 pointer-only for licence) |
| U-Net: Convolutional Networks for Biomedical Image Segmentation | 487 | 1 | 18 May 2015 | ran 510 of 757 samples (247 unverified; 426 pointer-only for licence) |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
open access for academic purpose. For commercial purpose please contact the owner.
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- Kvasir-Instrument
1 variant name, as the archive lists them.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections