# Surgical Instrument Segmentation on Endovis17 to Endovis18 1.0 (target)

Source: [Surgical Instrument Segmentation on Endovis17 to Endovis18 1.0 (target)](<https://www.sota2.com/research/sota/surgical-instrument-segmentation-on-endovis17-to-endovis18-1-0-target>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T06:03:42.267Z

Evaluation of Surgical Instrument Segmentation performance using a model trained on EndoVis 2017 data and tested on the target split derived from EndoVis 2018 data, reporting metrics for specific instruments (scissor, needle driver, forceps) and overall mIoU.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Surgical Instrument Segmentation |
| Dataset (including any stated split) | Endovis17 to Endovis18 1.0 (target) |
| Metric | Scissor IoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Scissor IoU](<https://www.sota2.com/research/sota/surgical-instrument-segmentation-on-endovis17-to-endovis18-1-0-target.md?metric=Scissor%20IoU>): Higher is better; unit: PERCENT.

- [Needle Driver IoU](<https://www.sota2.com/research/sota/surgical-instrument-segmentation-on-endovis17-to-endovis18-1-0-target.md?metric=Needle%20Driver%20IoU>): Higher is better; unit: PERCENT.

- [Forceps IoU](<https://www.sota2.com/research/sota/surgical-instrument-segmentation-on-endovis17-to-endovis18-1-0-target.md?metric=Forceps%20IoU>): Higher is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/surgical-instrument-segmentation-on-endovis17-to-endovis18-1-0-target.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Scissor IoU | Result date | Report paper |
| --- | --- | --- | --- |
| SimT | 76.24 | Not recorded | 68fa6c2e1e209131cea329c0 |
| SimT | 75.56 | Not recorded | 68fa6c2e1e209131cea329c0 |
| IGNet | 70.65 | Not recorded | 68fa6c2e1e209131cea329c0 |
| ASANet | 70.19 | Not recorded | 68fa6c2e1e209131cea329c0 |
| SHOT | 68.44 | Not recorded | 68fa6c2e1e209131cea329c0 |
| FDA | 68.25 | Not recorded | 68fa6c2e1e209131cea329c0 |
| IntraDA | 68.07 | Not recorded | 68fa6c2e1e209131cea329c0 |
| SFDASeg | 67.9 | Not recorded | 68fa6c2e1e209131cea329c0 |
| SFDA | 66.05 | Not recorded | 68fa6c2e1e209131cea329c0 |
| RPLL | 65.11 | Not recorded | 68fa6c2e1e209131cea329c0 |
| S2RC | 64.48 | Not recorded | 68fa6c2e1e209131cea329c0 |
| EI-MUNIT | 62.73 | Not recorded | 68fa6c2e1e209131cea329c0 |
| I2I | 60.78 | Not recorded | 68fa6c2e1e209131cea329c0 |
| Source only | 45.97 | Not recorded | 68fa6c2e1e209131cea329c0 |

### SimT

Scissor IoU: 76.24. Result ID: 698eeb343a6c314849f368dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2e1e209131cea329c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2e1e209131cea329c0.md>)

[Implementation](<https://github.com/CityU-AIM-Group/SimT>)

Recorded evaluation configuration: {"Setting":"UDA"}. This record does not assert independent reproduction.

### SimT

Scissor IoU: 75.56. Result ID: 698eeb343a6c314849f368e1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2e1e209131cea329c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2e1e209131cea329c0.md>)

[Implementation](<https://github.com/CityU-AIM-Group/SimT>)

Recorded evaluation configuration: {"Setting":"SFDA"}. This record does not assert independent reproduction.

### IGNet

Scissor IoU: 70.65. Result ID: 698eeb343a6c314849f368db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2e1e209131cea329c0.md>)

Recorded evaluation configuration: {"Setting":"UDA"}. This record does not assert independent reproduction.

### ASANet

Scissor IoU: 70.19. Result ID: 698eeb343a6c314849f368d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2e1e209131cea329c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68631e209131cea1bacd.md>)

Recorded evaluation configuration: {"Setting":"UDA"}. This record does not assert independent reproduction.

### SHOT

Scissor IoU: 68.44. Result ID: 698eeb343a6c314849f368de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2e1e209131cea329c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25d69.md>)

[Implementation](<https://github.com/tim-learn/SHOT>)

Recorded evaluation configuration: {"Setting":"SFDA"}. This record does not assert independent reproduction.

### FDA

Scissor IoU: 68.25. Result ID: 698eeb343a6c314849f368d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2e1e209131cea329c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d40.md>)

[Implementation](<https://github.com/YanchaoYang/FDA>)

Recorded evaluation configuration: {"Setting":"UDA"}. This record does not assert independent reproduction.

### IntraDA

Scissor IoU: 68.07. Result ID: 698eeb343a6c314849f368d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2e1e209131cea329c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f41e209131cea19602.md>)

[Implementation](<https://github.com/feipan664/IntraDA.git>)

Recorded evaluation configuration: {"Setting":"UDA"}. This record does not assert independent reproduction.

### SFDASeg

Scissor IoU: 67.9. Result ID: 698eeb343a6c314849f368e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2e1e209131cea329c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c891e209131cea3490a.md>)

[Implementation](<https://sites.google.com/view/sfdaseg>)

Recorded evaluation configuration: {"Setting":"SFDA"}. This record does not assert independent reproduction.

### SFDA

Scissor IoU: 66.05. Result ID: 698eeb343a6c314849f368df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2e1e209131cea329c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699a1e209131cea22fe2.md>)

Recorded evaluation configuration: {"Setting":"SFDA"}. This record does not assert independent reproduction.

### RPLL

Scissor IoU: 65.11. Result ID: 698eeb343a6c314849f368da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2e1e209131cea329c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68801e209131cea1c6ff.md>)

Recorded evaluation configuration: {"Setting":"UDA"}. This record does not assert independent reproduction.

### S2RC

Scissor IoU: 64.48. Result ID: 698eeb343a6c314849f368d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2e1e209131cea329c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680c1e209131cea19d0c.md>)

Recorded evaluation configuration: {"Setting":"UDA"}. This record does not assert independent reproduction.

### EI-MUNIT

Scissor IoU: 62.73. Result ID: 698eeb343a6c314849f368d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2e1e209131cea329c0.md>)

Recorded evaluation configuration: {"Setting":"UDA"}. This record does not assert independent reproduction.

### I2I

Scissor IoU: 60.78. Result ID: 698eeb343a6c314849f368d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2e1e209131cea329c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65fe1e209131cea0dce6.md>)

Recorded evaluation configuration: {"Setting":"UDA"}. This record does not assert independent reproduction.

### Source only

Scissor IoU: 45.97. Result ID: 698eeb343a6c314849f368dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2e1e209131cea329c0.md>)

Recorded evaluation configuration: {"Setting":"SFDA"}. This record does not assert independent reproduction.

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