# Multi-view Clustering on NoisyMNIST

Source: [Multi-view Clustering on NoisyMNIST](<https://www.sota2.com/research/sota/multi-view-clustering-on-noisymnist>)

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

Data updated: 2026-02-26T05:33:12.832Z

Evaluation of multi-view clustering performance on the NoisyMNIST 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 | Multi-view Clustering |
| Dataset (including any stated split) | NoisyMNIST |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 34 of 34 |
| 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/multi-view-clustering-on-noisymnist.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FreeCSL | 99.13 | Not recorded | 68fa789f1e209131cea79676 |
| ICMVC | 98.78 | Not recorded | 68fa789f1e209131cea79676 |
| SURE | 98.61 | Not recorded | 68fa789f1e209131cea79676 |
| HSACC | 95.81 | Not recorded | 68fa7c4d1e209131cea8d731 |
| ICMVC | 95.79 | Not recorded | 68fa7c4d1e209131cea8d731 |
| MCAC | 95.17 | Not recorded | 68fa7c4d1e209131cea8d731 |
| SURE | 95.11 | Not recorded | 68fa7c4d1e209131cea8d731 |
| HSACC | 92.55 | Not recorded | 68fa7c4d1e209131cea8d731 |
| SURE | 92.34 | Not recorded | 68fa7c4d1e209131cea8d731 |
| FreeCSL | 92.19 | Not recorded | 68fa789f1e209131cea79676 |
| MCAC | 91.03 | Not recorded | 68fa7c4d1e209131cea8d731 |
| HSACC | 88.89 | Not recorded | 68fa7c4d1e209131cea8d731 |
| PROLMP | 88.8 | Not recorded | 68fa7c4d1e209131cea8d731 |
| ICMVC | 86.84 | Not recorded | 68fa7c4d1e209131cea8d731 |
| DCP | 86.5 | Not recorded | 68fa7c4d1e209131cea8d731 |
| DCP | 85.03 | Not recorded | 68fa7c4d1e209131cea8d731 |
| COMP | 84.76 | Not recorded | 68fa7c4d1e209131cea8d731 |
| DSIMVC | 83.93 | Not recorded | 68fa7c4d1e209131cea8d731 |
| SURE | 83.12 | Not recorded | 68fa7c4d1e209131cea8d731 |
| MCAC | 82.91 | Not recorded | 68fa7c4d1e209131cea8d731 |
| PROLMP | 79.01 | Not recorded | 68fa7c4d1e209131cea8d731 |
| COMP | 78.68 | Not recorded | 68fa7c4d1e209131cea8d731 |
| DCP | 72.98 | Not recorded | 68fa7c4d1e209131cea8d731 |
| COMP | 68.72 | Not recorded | 68fa7c4d1e209131cea8d731 |
| DSIMVC | 63.7 | Not recorded | 68fa7c4d1e209131cea8d731 |
| ICMVC | 60.6 | Not recorded | 68fa7c4d1e209131cea8d731 |
| PROLMP | 59.23 | Not recorded | 68fa7c4d1e209131cea8d731 |
| DSIMVC | 58.1 | Not recorded | 68fa7c4d1e209131cea8d731 |
| RPCIC | 53.19 | Not recorded | 68fa7c4d1e209131cea8d731 |
| RPCIC | 51.63 | Not recorded | 68fa7c4d1e209131cea8d731 |
| RPCIC | 47.24 | Not recorded | 68fa7c4d1e209131cea8d731 |
| MRL\_CAL | 15.73 | Not recorded | 68fa7c4d1e209131cea8d731 |
| MRL\_CAL | 15.37 | Not recorded | 68fa7c4d1e209131cea8d731 |
| MRL\_CAL | 14.98 | Not recorded | 68fa7c4d1e209131cea8d731 |

### FreeCSL

Accuracy: 99.13. Result ID: 699596143badfaffe690e9df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789f1e209131cea79676.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa789f1e209131cea79676.md>)

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

### ICMVC

Accuracy: 98.78. Result ID: 699596143badfaffe690e9de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789f1e209131cea79676.md>)

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

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

### SURE

Accuracy: 98.61. Result ID: 699596143badfaffe690e9dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789f1e209131cea79676.md>)

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

### HSACC

Accuracy: 95.81. Result ID: 699d020d5698665ec4a2295e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.3"}. This record does not assert independent reproduction.

### ICMVC

Accuracy: 95.79. Result ID: 699d020d5698665ec4a22957.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

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

Recorded evaluation configuration: {"Missing Rate":"0.3"}. This record does not assert independent reproduction.

### MCAC

Accuracy: 95.17. Result ID: 699d020d5698665ec4a22958.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.3"}. This record does not assert independent reproduction.

### SURE

Accuracy: 95.11. Result ID: 699d020d5698665ec4a2295c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.3"}. This record does not assert independent reproduction.

### HSACC

Accuracy: 92.55. Result ID: 699d020d5698665ec4a22968.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction.

### SURE

Accuracy: 92.34. Result ID: 699d020d5698665ec4a22966.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction.

### FreeCSL

Accuracy: 92.19. Result ID: 699596143badfaffe690e9e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789f1e209131cea79676.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa789f1e209131cea79676.md>)

Recorded evaluation configuration: {"missing rate (r)":0.7}. This record does not assert independent reproduction.

### MCAC

Accuracy: 91.03. Result ID: 699d020d5698665ec4a22962.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction.

### HSACC

Accuracy: 88.89. Result ID: 699d020d5698665ec4a22972.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.7"}. This record does not assert independent reproduction.

### PROLMP

Accuracy: 88.8. Result ID: 699d020d5698665ec4a22959.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

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

Recorded evaluation configuration: {"Missing Rate":"0.3"}. This record does not assert independent reproduction.

### ICMVC

Accuracy: 86.84. Result ID: 699d020d5698665ec4a22961.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

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

Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction.

### DCP

Accuracy: 86.5. Result ID: 699d020d5698665ec4a22964.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction.

### DCP

Accuracy: 85.03. Result ID: 699d020d5698665ec4a2296e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.7"}. This record does not assert independent reproduction.

### COMP

Accuracy: 84.76. Result ID: 699d020d5698665ec4a2295d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.3"}. This record does not assert independent reproduction.

### DSIMVC

Accuracy: 83.93. Result ID: 699d020d5698665ec4a22965.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction.

### SURE

Accuracy: 83.12. Result ID: 699d020d5698665ec4a22970.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.7"}. This record does not assert independent reproduction.

### MCAC

Accuracy: 82.91. Result ID: 699d020d5698665ec4a2296c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.7"}. This record does not assert independent reproduction.

### PROLMP

Accuracy: 79.01. Result ID: 699d020d5698665ec4a22963.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

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

Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction.

### COMP

Accuracy: 78.68. Result ID: 699d020d5698665ec4a22967.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction.

### DCP

Accuracy: 72.98. Result ID: 699d020d5698665ec4a2295a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.3"}. This record does not assert independent reproduction.

### COMP

Accuracy: 68.72. Result ID: 699d020d5698665ec4a22971.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.7"}. This record does not assert independent reproduction.

### DSIMVC

Accuracy: 63.7. Result ID: 699d020d5698665ec4a2295b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.3"}. This record does not assert independent reproduction.

### ICMVC

Accuracy: 60.6. Result ID: 699d020d5698665ec4a2296b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

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

Recorded evaluation configuration: {"Missing Rate":"0.7"}. This record does not assert independent reproduction.

### PROLMP

Accuracy: 59.23. Result ID: 699d020d5698665ec4a2296d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

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

Recorded evaluation configuration: {"Missing Rate":"0.7"}. This record does not assert independent reproduction.

### DSIMVC

Accuracy: 58.1. Result ID: 699d020d5698665ec4a2296f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.7"}. This record does not assert independent reproduction.

### RPCIC

Accuracy: 53.19. Result ID: 699d020d5698665ec4a22955.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.3"}. This record does not assert independent reproduction.

### RPCIC

Accuracy: 51.63. Result ID: 699d020d5698665ec4a2295f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction.

### RPCIC

Accuracy: 47.24. Result ID: 699d020d5698665ec4a22969.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.7"}. This record does not assert independent reproduction.

### MRL\_CAL

Accuracy: 15.73. Result ID: 699d020d5698665ec4a22956.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.3"}. This record does not assert independent reproduction.

### MRL\_CAL

Accuracy: 15.37. Result ID: 699d020d5698665ec4a2296a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.7"}. This record does not assert independent reproduction.

### MRL\_CAL

Accuracy: 14.98. Result ID: 699d020d5698665ec4a22960.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c4d1e209131cea8d731.md>)

Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
