# Critical View of Safety (CVS) Identification on Endoscapes

Source: [Critical View of Safety (CVS) Identification on Endoscapes](<https://www.sota2.com/research/sota/critical-view-of-safety-cvs-identification-on-endoscapes>)

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

Data updated: 2026-03-09T09:19:43.751Z

Evaluation of Critical View of Safety (CVS) Identification performance on the Endoscapes dataset, reporting the F1 score.

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 | Critical View of Safety (CVS) Identification |
| Dataset (including any stated split) | Endoscapes |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/critical-view-of-safety-cvs-identification-on-endoscapes.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| SureonVLM | 32 | Not recorded | 69ae54062d603e6de3e42bfe |
| Gemini 3.1 Pro | 14 | Not recorded | 69ae54062d603e6de3e42bfe |
| GPT-5.1 | 8 | Not recorded | 69ae54062d603e6de3e42bfe |
| Qwen3-VL | 2 | Not recorded | 69ae54062d603e6de3e42bfe |

### SureonVLM

F1 Score: 32. Result ID: 69ae90986dbb7075b956f647.

[Reporting paper](<https://www.sota2.com/research/paper/69ae54062d603e6de3e42bfe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae54062d603e6de3e42bfe.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Gemini 3.1 Pro

F1 Score: 14. Result ID: 69ae90986dbb7075b956f645.

[Reporting paper](<https://www.sota2.com/research/paper/69ae54062d603e6de3e42bfe.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GPT-5.1

F1 Score: 8. Result ID: 69ae90986dbb7075b956f644.

[Reporting paper](<https://www.sota2.com/research/paper/69ae54062d603e6de3e42bfe.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Qwen3-VL

F1 Score: 2. Result ID: 69ae90986dbb7075b956f646.

[Reporting paper](<https://www.sota2.com/research/paper/69ae54062d603e6de3e42bfe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction.

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