# Clustering on RGB-D (test)

Source: [Clustering on RGB-D (test)](<https://www.sota2.com/research/sota/clustering-on-rgb-d-test>)

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

Data updated: 2026-02-26T05:28:46.526Z

Evaluation of Clustering performance on the test split of the RGB-D dataset, measured using Accuracy (ACC), Normalized Mutual Information (NMI), and Adjusted Rand Index (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 | Clustering |
| Dataset (including any stated split) | RGB-D (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/clustering-on-rgb-d-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [NMI](<https://www.sota2.com/research/sota/clustering-on-rgb-d-test.md?metric=NMI>): Higher is better; unit: PERCENT.

- [ARI](<https://www.sota2.com/research/sota/clustering-on-rgb-d-test.md?metric=ARI>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MVer-C | 57 | Not recorded | 68fa6ec91e209131cea42156 |
| MFLVC | 53 | Not recorded | 68fa6ec91e209131cea42156 |
| MVer-R | 53 | Not recorded | 68fa6ec91e209131cea42156 |
| DCP | 52 | Not recorded | 68fa6ec91e209131cea42156 |
| DCCA | 51 | Not recorded | 68fa6ec91e209131cea42156 |
| MIB | 50 | Not recorded | 68fa6ec91e209131cea42156 |
| DCCAE | 48 | Not recorded | 68fa6ec91e209131cea42156 |

### MVer-C

Accuracy: 57. Result ID: 69905a133a6c314849ffe953.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea42156.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea42156.md>)

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

### MFLVC

Accuracy: 53. Result ID: 69905a133a6c314849ffe950.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea42156.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea320a0.md>)

[Implementation](<https://github.com/SubmissionsIn/MFLVC>)

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

### MVer-R

Accuracy: 53. Result ID: 69905a133a6c314849ffe952.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea42156.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea42156.md>)

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

### DCP

Accuracy: 52. Result ID: 69905a133a6c314849ffe951.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea42156.md>)

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

### DCCA

Accuracy: 51. Result ID: 69905a133a6c314849ffe94d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea42156.md>)

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

### MIB

Accuracy: 50. Result ID: 69905a133a6c314849ffe94f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea42156.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa671b1e209131cea14412.md>)

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

### DCCAE

Accuracy: 48. Result ID: 69905a133a6c314849ffe94e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea42156.md>)

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

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