# Unsupervised object-centric learning on Cholecystectomy surgical dataset (test)

Source: [Unsupervised object-centric learning on Cholecystectomy surgical dataset (test)](<https://www.sota2.com/research/sota/unsupervised-object-centric-learning-on-cholecystectomy-surgical-dataset-test>)

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

Data updated: 2026-02-26T06:10:06.414Z

Evaluation of Unsupervised object-centric learning performance on the test split of the Cholecyscectomy surgical dataset, using metrics such as mBO-V, mBO-F, mBHD, FG-ARI, and CorLoc.

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 object-centric learning |
| Dataset (including any stated split) | Cholecystectomy surgical dataset (test) |
| Metric | mBO-V |
| 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

- [mBO-V](<https://www.sota2.com/research/sota/unsupervised-object-centric-learning-on-cholecystectomy-surgical-dataset-test.md?metric=mBO-V>): Higher is better; unit: PERCENT.

- [mBO-F](<https://www.sota2.com/research/sota/unsupervised-object-centric-learning-on-cholecystectomy-surgical-dataset-test.md?metric=mBO-F>): Higher is better; unit: PERCENT.

- [mBHD](<https://www.sota2.com/research/sota/unsupervised-object-centric-learning-on-cholecystectomy-surgical-dataset-test.md?metric=mBHD>): Higher is better; unit: PERCENT.

- [FG-ARI](<https://www.sota2.com/research/sota/unsupervised-object-centric-learning-on-cholecystectomy-surgical-dataset-test.md?metric=FG-ARI>): Higher is better; unit: PERCENT.

- [CorLoc](<https://www.sota2.com/research/sota/unsupervised-object-centric-learning-on-cholecystectomy-surgical-dataset-test.md?metric=CorLoc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mBO-V | Result date | Report paper |
| --- | --- | --- | --- |
| DTST | 33.2 | Not recorded | 68fa79f01e209131cea80204 |
| Adaslot-ext | 31.6 | Not recorded | 68fa79f01e209131cea80204 |
| Video-Saur | 30.1 | Not recorded | 68fa79f01e209131cea80204 |
| Slot-BERT | 28.8 | Not recorded | 68fa79f01e209131cea80204 |
| Slot-Diffusion | 27.7 | Not recorded | 68fa79f01e209131cea80204 |
| STEVE | 26.2 | Not recorded | 68fa79f01e209131cea80204 |
| SAVi | 24.8 | Not recorded | 68fa79f01e209131cea80204 |
| Adaslot | 17.5 | Not recorded | 68fa79f01e209131cea80204 |

### DTST

mBO-V: 33.2. Result ID: 698b670c7a967eddb76e4e32.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f01e209131cea80204.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f01e209131cea80204.md>)

[Implementation](<https://github.com/PCASOlab/Xslot>)

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

### Adaslot-ext

mBO-V: 31.6. Result ID: 698b670c7a967eddb76e4e30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f01e209131cea80204.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73951e209131cea5d61e.md>)

Recorded evaluation configuration: {"variant":"extended"}. This record does not assert independent reproduction.

### Video-Saur

mBO-V: 30.1. Result ID: 698b670c7a967eddb76e4e2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f01e209131cea80204.md>)

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

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

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

### Slot-BERT

mBO-V: 28.8. Result ID: 698b670c7a967eddb76e4e31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f01e209131cea80204.md>)

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

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

### Slot-Diffusion

mBO-V: 27.7. Result ID: 698b670c7a967eddb76e4e2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f01e209131cea80204.md>)

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

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

### STEVE

mBO-V: 26.2. Result ID: 698b670c7a967eddb76e4e2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f01e209131cea80204.md>)

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

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

### SAVi

mBO-V: 24.8. Result ID: 698b670c7a967eddb76e4e2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f01e209131cea80204.md>)

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

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

### Adaslot

mBO-V: 17.5. Result ID: 698b670c7a967eddb76e4e2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f01e209131cea80204.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73951e209131cea5d61e.md>)

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

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