# Incomplete Multi-View Clustering on LandUse-21

Source: [Incomplete Multi-View Clustering on LandUse-21](<https://www.sota2.com/research/sota/incomplete-multi-view-clustering-on-landuse-21>)

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

Data updated: 2026-07-08T07:48:29.530Z

Evaluation of Incomplete Multi-View Clustering performance on the LandUse-21 dataset, measured using ACC, NMI, and 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 | Incomplete Multi-View Clustering |
| Dataset (including any stated split) | LandUse-21 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 30 of 30 |
| 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/incomplete-multi-view-clustering-on-landuse-21.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [NMI](<https://www.sota2.com/research/sota/incomplete-multi-view-clustering-on-landuse-21.md?metric=NMI>): Higher is better; unit: PERCENT.

- [ARI](<https://www.sota2.com/research/sota/incomplete-multi-view-clustering-on-landuse-21.md?metric=ARI>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Straight-Path Flow Matching | 29.1 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| Straight-Path Flow Matching | 28.19 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DCG | 27.52 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DCG | 27.33 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| Straight-Path Flow Matching | 27.24 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| ICMVC | 26.81 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DCP | 26.19 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| ICMVC | 26.12 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| ICMVC | 26.12 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DCG | 25.76 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DCP | 25.48 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| ProImp | 24.63 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| ProImp | 24.45 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| ProImp | 24.43 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DCP | 21.52 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| APADC | 20.92 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| CPSPAN | 20.38 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| CPSPAN | 20.05 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| APADC | 19.99 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| APADC | 19.15 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| GCFAGG | 19.05 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| GCFAGG | 18.53 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| GCFAGG | 18.43 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| CPSPAN | 18.05 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DSIMVC | 16.7 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DSIMVC | 16.56 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DSIMVC | 16.46 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DVIMVC | 13.9 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DVIMVC | 13.24 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DVIMVC | 12.86 | Not recorded | 6a4dd9d04da6617fe9198d57 |

### Straight-Path Flow Matching

Accuracy: 29.1. Result ID: 6a4e00bd60b88bb339d7797c.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.1"}. This record does not assert independent reproduction.

### Straight-Path Flow Matching

Accuracy: 28.19. Result ID: 6a4e00bd60b88bb339d7797d.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.3"}. This record does not assert independent reproduction.

### DCG

Accuracy: 27.52. Result ID: 6a4e00bd60b88bb339d77979.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b81e209131cea7f1a2.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.1"}. This record does not assert independent reproduction.

### DCG

Accuracy: 27.33. Result ID: 6a4e00bd60b88bb339d7797a.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b81e209131cea7f1a2.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.3"}. This record does not assert independent reproduction.

### Straight-Path Flow Matching

Accuracy: 27.24. Result ID: 6a4e00bd60b88bb339d7797e.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.5"}. This record does not assert independent reproduction.

### ICMVC

Accuracy: 26.81. Result ID: 6a4e00bd60b88bb339d77976.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71721e209131cea5148f.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.1"}. This record does not assert independent reproduction.

### DCP

Accuracy: 26.19. Result ID: 6a4e00bd60b88bb339d77961.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.1"}. This record does not assert independent reproduction.

### ICMVC

Accuracy: 26.12. Result ID: 6a4e00bd60b88bb339d77977.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71721e209131cea5148f.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.3"}. This record does not assert independent reproduction.

### ICMVC

Accuracy: 26.12. Result ID: 6a4e00bd60b88bb339d77978.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71721e209131cea5148f.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.5"}. This record does not assert independent reproduction.

### DCG

Accuracy: 25.76. Result ID: 6a4e00bd60b88bb339d7797b.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b81e209131cea7f1a2.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.5"}. This record does not assert independent reproduction.

### DCP

Accuracy: 25.48. Result ID: 6a4e00bd60b88bb339d77962.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.3"}. This record does not assert independent reproduction.

### ProImp

Accuracy: 24.63. Result ID: 6a4e00bd60b88bb339d77971.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e791e209131cea401f2.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.3"}. This record does not assert independent reproduction.

### ProImp

Accuracy: 24.45. Result ID: 6a4e00bd60b88bb339d77972.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e791e209131cea401f2.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.5"}. This record does not assert independent reproduction.

### ProImp

Accuracy: 24.43. Result ID: 6a4e00bd60b88bb339d77970.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e791e209131cea401f2.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.1"}. This record does not assert independent reproduction.

### DCP

Accuracy: 21.52. Result ID: 6a4e00bd60b88bb339d77963.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.5"}. This record does not assert independent reproduction.

### APADC

Accuracy: 20.92. Result ID: 6a4e00bd60b88bb339d7796d.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.1"}. This record does not assert independent reproduction.

### CPSPAN

Accuracy: 20.38. Result ID: 6a4e00bd60b88bb339d7796c.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42b05.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.5"}. This record does not assert independent reproduction.

### CPSPAN

Accuracy: 20.05. Result ID: 6a4e00bd60b88bb339d7796a.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42b05.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.1"}. This record does not assert independent reproduction.

### APADC

Accuracy: 19.99. Result ID: 6a4e00bd60b88bb339d7796e.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.3"}. This record does not assert independent reproduction.

### APADC

Accuracy: 19.15. Result ID: 6a4e00bd60b88bb339d7796f.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.5"}. This record does not assert independent reproduction.

### GCFAGG

Accuracy: 19.05. Result ID: 6a4e00bd60b88bb339d77967.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f471e209131cea44b88.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.1"}. This record does not assert independent reproduction.

### GCFAGG

Accuracy: 18.53. Result ID: 6a4e00bd60b88bb339d77968.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f471e209131cea44b88.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.3"}. This record does not assert independent reproduction.

### GCFAGG

Accuracy: 18.43. Result ID: 6a4e00bd60b88bb339d77969.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f471e209131cea44b88.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.5"}. This record does not assert independent reproduction.

### CPSPAN

Accuracy: 18.05. Result ID: 6a4e00bd60b88bb339d7796b.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42b05.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.3"}. This record does not assert independent reproduction.

### DSIMVC

Accuracy: 16.7. Result ID: 6a4e00bd60b88bb339d77966.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.5"}. This record does not assert independent reproduction.

### DSIMVC

Accuracy: 16.56. Result ID: 6a4e00bd60b88bb339d77964.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.1"}. This record does not assert independent reproduction.

### DSIMVC

Accuracy: 16.46. Result ID: 6a4e00bd60b88bb339d77965.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.3"}. This record does not assert independent reproduction.

### DVIMVC

Accuracy: 13.9. Result ID: 6a4e00bd60b88bb339d77973.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.1"}. This record does not assert independent reproduction.

### DVIMVC

Accuracy: 13.24. Result ID: 6a4e00bd60b88bb339d77974.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.3"}. This record does not assert independent reproduction.

### DVIMVC

Accuracy: 12.86. Result ID: 6a4e00bd60b88bb339d77975.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d04da6617fe9198d57.md>)

Recorded evaluation configuration: {"missing rate (tau)":"0.5"}. This record does not assert independent reproduction.

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