# CVS Assessment on Surgical Video Dataset

Source: [CVS Assessment on Surgical Video Dataset](<https://www.sota2.com/research/sota/cvs-assessment-on-surgical-video-dataset>)

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

Data updated: 2026-02-26T05:38:01.731Z

Evaluation of CVS Assessment performance on the Surgical Video Dataset, reporting metrics including C1, C2, C3, and mAP.

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 | CVS Assessment |
| Dataset (including any stated split) | Surgical Video Dataset |
| Metric | C1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [C1 Score](<https://www.sota2.com/research/sota/cvs-assessment-on-surgical-video-dataset.md?metric=C1%20Score>): Higher is better; unit: PERCENT.

- [C2 Score](<https://www.sota2.com/research/sota/cvs-assessment-on-surgical-video-dataset.md?metric=C2%20Score>): Higher is better; unit: PERCENT.

- [C3 Score](<https://www.sota2.com/research/sota/cvs-assessment-on-surgical-video-dataset.md?metric=C3%20Score>): Higher is better; unit: PERCENT.

- [mAP](<https://www.sota2.com/research/sota/cvs-assessment-on-surgical-video-dataset.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | C1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| MML-SurgAdapt | 55.3 | Not recorded | 68fa79ed1e209131cea8001f |
| CLIPVIT-L/14-TS | 51.4 | Not recorded | 68fa79ed1e209131cea8001f |
| VLPL | 46.9 | Not recorded | 68fa79ed1e209131cea8001f |
| ResNet50-MoCov2 | 46.4 | Not recorded | 68fa79ed1e209131cea8001f |
| HSPNet | 45.4 | Not recorded | 68fa79ed1e209131cea8001f |
| ResNet50 TS | 43.2 | Not recorded | 68fa79ed1e209131cea8001f |
| Multi-task ResNet50 | 41.7 | Not recorded | 68fa79ed1e209131cea8001f |
| DualCoOp | 37.9 | Not recorded | 68fa79ed1e209131cea8001f |

### MML-SurgAdapt

C1 Score: 55.3. Result ID: 698b65a07a967eddb76e3ecb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8001f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8001f.md>)

[Implementation](<https://github.com/CAMMA-public/MML-SurgAdapt>)

Recorded evaluation configuration: {"Model Category":"SPML Models"}. This record does not assert independent reproduction.

### CLIPVIT-L/14-TS

C1 Score: 51.4. Result ID: 698b65a07a967eddb76e3ec6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8001f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Model Category":"Task-Specific Models"}. This record does not assert independent reproduction.

### VLPL

C1 Score: 46.9. Result ID: 698b65a07a967eddb76e3ec9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8001f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e359.md>)

Recorded evaluation configuration: {"Model Category":"SPML Models"}. This record does not assert independent reproduction.

### ResNet50-MoCov2

C1 Score: 46.4. Result ID: 698b65a07a967eddb76e3ec4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8001f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa787e1e209131cea78aee.md>)

Recorded evaluation configuration: {"Model Category":"Vision-only Models"}. This record does not assert independent reproduction.

### HSPNet

C1 Score: 45.4. Result ID: 698b65a07a967eddb76e3eca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8001f.md>)

Recorded evaluation configuration: {"Model Category":"SPML Models"}. This record does not assert independent reproduction.

### ResNet50 TS

C1 Score: 43.2. Result ID: 698b65a07a967eddb76e3ec5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8001f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Model Category":"Task-Specific Models"}. This record does not assert independent reproduction.

### Multi-task ResNet50

C1 Score: 41.7. Result ID: 698b65a07a967eddb76e3ec7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8001f.md>)

Recorded evaluation configuration: {"Model Category":"Task-Specific Models"}. This record does not assert independent reproduction.

### DualCoOp

C1 Score: 37.9. Result ID: 698b65a07a967eddb76e3ec8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8001f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cdb1e209131cea3653f.md>)

Recorded evaluation configuration: {"Model Category":"SPML Models"}. This record does not assert independent reproduction.

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