# Unsupervised segmentation on Cholec Tissue Mask

Source: [Unsupervised segmentation on Cholec Tissue Mask](<https://www.sota2.com/research/sota/unsupervised-segmentation-on-cholec-tissue-mask>)

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

Data updated: 2026-03-04T14:57:00.253Z

Evaluation of unsupervised tissue segmentation performance on the Cholec Tissue Mask dataset, reporting metrics such as mBO-V, mBHD, and FG-ARI.

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 | Unsupervised segmentation |
| Dataset (including any stated split) | Cholec Tissue Mask |
| Metric | mBO-V |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [mBO-V](<https://www.sota2.com/research/sota/unsupervised-segmentation-on-cholec-tissue-mask.md?metric=mBO-V>): Higher is better; unit: PERCENT.

- [mBO-F](<https://www.sota2.com/research/sota/unsupervised-segmentation-on-cholec-tissue-mask.md?metric=mBO-F>): Higher is better; unit: PERCENT.

- [mBHD](<https://www.sota2.com/research/sota/unsupervised-segmentation-on-cholec-tissue-mask.md?metric=mBHD>): Higher is better; unit: SCALAR.

- [FG-ARI](<https://www.sota2.com/research/sota/unsupervised-segmentation-on-cholec-tissue-mask.md?metric=FG-ARI>): Higher is better; unit: PERCENT.

- [CorLoc](<https://www.sota2.com/research/sota/unsupervised-segmentation-on-cholec-tissue-mask.md?metric=CorLoc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mBO-V | Result date | Report paper |
| --- | --- | --- | --- |
| Slot-BERT | 33.4 | Not recorded | 68fa76b51e209131cea6e9c9 |
| Video-Saur | 30.9 | Not recorded | 68fa76b51e209131cea6e9c9 |
| DINO-Saur | 30.2 | Not recorded | 68fa76b51e209131cea6e9c9 |
| Slot-Diffusion | 29.3 | Not recorded | 68fa76b51e209131cea6e9c9 |
| STEVE | 28.5 | Not recorded | 68fa76b51e209131cea6e9c9 |
| SAVi | 27.8 | Not recorded | 68fa76b51e209131cea6e9c9 |

### Slot-BERT

mBO-V: 33.4. Result ID: 69a848366dbb7075b94f3bce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b51e209131cea6e9c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b51e209131cea6e9c9.md>)

Recorded evaluation configuration: {"training\_protocol":"from scratch"}. This record does not assert independent reproduction.

### Video-Saur

mBO-V: 30.9. Result ID: 69a848366dbb7075b94f3bcd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b51e209131cea6e9c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727e1e209131cea56bff.md>)

[Implementation](<https://github.com/martius-lab/videosaur>)

Recorded evaluation configuration: {"training\_protocol":"from scratch"}. This record does not assert independent reproduction.

### DINO-Saur

mBO-V: 30.2. Result ID: 69a848366dbb7075b94f3bc9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b51e209131cea6e9c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b51.md>)

Recorded evaluation configuration: {"training\_protocol":"from scratch"}. This record does not assert independent reproduction.

### Slot-Diffusion

mBO-V: 29.3. Result ID: 69a848366dbb7075b94f3bcc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b51e209131cea6e9c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c946.md>)

Recorded evaluation configuration: {"training\_protocol":"from scratch"}. This record does not assert independent reproduction.

### STEVE

mBO-V: 28.5. Result ID: 69a848366dbb7075b94f3bcb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b51e209131cea6e9c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca61e209131cea353c1.md>)

Recorded evaluation configuration: {"training\_protocol":"from scratch"}. This record does not assert independent reproduction.

### SAVi

mBO-V: 27.8. Result ID: 69a848366dbb7075b94f3bca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b51e209131cea6e9c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea319e9.md>)

Recorded evaluation configuration: {"training\_protocol":"from scratch"}. This record does not assert independent reproduction.

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