# Surgical Phase Recognition on Autolaparo 100%

Source: [Surgical Phase Recognition on Autolaparo 100%](<https://www.sota2.com/research/sota/surgical-phase-recognition-on-autolaparo-100-percent>)

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

Data updated: 2026-07-01T07:31:41.234Z

Evaluation of Surgical Phase Recognition performance using the complete Autolaparo 100% dataset, reporting Accuracy and 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 | Surgical Phase Recognition |
| Dataset (including any stated split) | Autolaparo 100% |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/surgical-phase-recognition-on-autolaparo-100-percent.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [F1-score](<https://www.sota2.com/research/sota/surgical-phase-recognition-on-autolaparo-100-percent.md?metric=F1-score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| HyperVLP | 65.3 | Not recorded | 6a449eeee0224bd4f4992db6 |
| PeskaVLP | 63.1 | Not recorded | 6a449eeee0224bd4f4992db6 |
| Moco | 59.5 | Not recorded | 6a449eeee0224bd4f4992db6 |
| CLIP | 58.5 | Not recorded | 6a449eeee0224bd4f4992db6 |
| ImageNet | 57.5 | Not recorded | 6a449eeee0224bd4f4992db6 |
| HecVL | 56.9 | Not recorded | 6a449eeee0224bd4f4992db6 |
| SurgVLP | 54.3 | Not recorded | 6a449eeee0224bd4f4992db6 |
| CLIP | 53.1 | Not recorded | 6a449eeee0224bd4f4992db6 |
| Moco | 51.3 | Not recorded | 6a449eeee0224bd4f4992db6 |

### HyperVLP

Accuracy: 65.3. Result ID: 6a44c25c73d097d845be7268.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db6.md>)

Recorded evaluation configuration: {"Pre-training Dataset":"SVL(VL)","Shot":"100","Linear probing":"true"}. This record does not assert independent reproduction.

### PeskaVLP

Accuracy: 63.1. Result ID: 6a44c25c73d097d845be7267.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77691e209131cea731fe.md>)

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

Recorded evaluation configuration: {"Pre-training Dataset":"SVL(VL)","Shot":"100","Linear probing":"true"}. This record does not assert independent reproduction.

### Moco

Accuracy: 59.5. Result ID: 6a44c25c73d097d845be7261.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673f1e209131cea15344.md>)

[Implementation](<https://github.com/facebookresearch/moco>)

Recorded evaluation configuration: {"Pre-training Dataset":"SVL(V)","Shot":"100","Linear probing":"true"}. This record does not assert independent reproduction.

### CLIP

Accuracy: 58.5. Result ID: 6a44c25c73d097d845be7263.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db6.md>)

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

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

Recorded evaluation configuration: {"Pre-training Dataset":"NA(L)","Shot":"100","Linear probing":"true"}. This record does not assert independent reproduction.

### ImageNet

Accuracy: 57.5. Result ID: 6a44c25c73d097d845be7260.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db6.md>)

Recorded evaluation configuration: {"Pre-training Dataset":"ImageNet","Shot":"100","Linear probing":"true"}. This record does not assert independent reproduction.

### HecVL

Accuracy: 56.9. Result ID: 6a44c25c73d097d845be7266.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77691e209131cea731d1.md>)

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

Recorded evaluation configuration: {"Pre-training Dataset":"SVL(L)","Shot":"100","Linear probing":"true"}. This record does not assert independent reproduction.

### SurgVLP

Accuracy: 54.3. Result ID: 6a44c25c73d097d845be7265.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79841e209131cea7df69.md>)

Recorded evaluation configuration: {"Pre-training Dataset":"SVL(L)","Shot":"100","Linear probing":"true"}. This record does not assert independent reproduction.

### CLIP

Accuracy: 53.1. Result ID: 6a44c25c73d097d845be7264.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db6.md>)

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

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

Recorded evaluation configuration: {"Pre-training Dataset":"SVL(L)","Shot":"100","Linear probing":"true"}. This record does not assert independent reproduction.

### Moco

Accuracy: 51.3. Result ID: 6a44c25c73d097d845be7262.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673f1e209131cea15344.md>)

[Implementation](<https://github.com/facebookresearch/moco>)

Recorded evaluation configuration: {"Pre-training Dataset":"Cholec80","Shot":"100","Linear probing":"true"}. This record does not assert independent reproduction.

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