# Incomplete Multi-View Clustering on Fashion

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

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

Data updated: 2026-07-08T07:48:29.597Z

Evaluation of Incomplete Multi-View Clustering performance on the Fashion 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) | Fashion |
| 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-fashion.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Straight-Path Flow Matching | 96.07 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DCG | 95.83 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| Straight-Path Flow Matching | 93.66 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DCG | 93.13 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| ProImp | 92.88 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| ICMVC | 92.41 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| Straight-Path Flow Matching | 90.09 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DCG | 90.04 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| ProImp | 89.76 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| ICMVC | 89.31 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DSIMVC | 88 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DSIMVC | 87.3 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DCP | 83.7 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DSIMVC | 83.5 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DVIMVC | 82.26 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| APADC | 81.4 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| APADC | 80.9 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DVIMVC | 80.17 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DVIMVC | 79.38 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| ICMVC | 79.37 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| GCFAGG | 78.21 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| GCFAGG | 76.34 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| APADC | 75.4 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| GCFAGG | 74.47 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| ProImp | 74.11 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DCP | 71.8 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| CPSPAN | 66.16 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| CPSPAN | 64.8 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| DCP | 60.8 | Not recorded | 6a4dd9d04da6617fe9198d57 |
| CPSPAN | 54.81 | Not recorded | 6a4dd9d04da6617fe9198d57 |

### Straight-Path Flow Matching

Accuracy: 96.07. Result ID: 6a4e00bd60b88bb339d7799a.

[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.

### DCG

Accuracy: 95.83. Result ID: 6a4e00bd60b88bb339d77997.

[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.

### Straight-Path Flow Matching

Accuracy: 93.66. Result ID: 6a4e00bd60b88bb339d7799b.

[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: 93.13. Result ID: 6a4e00bd60b88bb339d77998.

[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.

### ProImp

Accuracy: 92.88. Result ID: 6a4e00bd60b88bb339d7798e.

[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.

### ICMVC

Accuracy: 92.41. Result ID: 6a4e00bd60b88bb339d77994.

[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.

### Straight-Path Flow Matching

Accuracy: 90.09. Result ID: 6a4e00bd60b88bb339d7799c.

[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.

### DCG

Accuracy: 90.04. Result ID: 6a4e00bd60b88bb339d77999.

[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.

### ProImp

Accuracy: 89.76. Result ID: 6a4e00bd60b88bb339d77990.

[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.

### ICMVC

Accuracy: 89.31. Result ID: 6a4e00bd60b88bb339d77995.

[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.

### DSIMVC

Accuracy: 88. Result ID: 6a4e00bd60b88bb339d77982.

[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: 87.3. Result ID: 6a4e00bd60b88bb339d77983.

[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.

### DCP

Accuracy: 83.7. Result ID: 6a4e00bd60b88bb339d7797f.

[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: 83.5. Result ID: 6a4e00bd60b88bb339d77984.

[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.

### DVIMVC

Accuracy: 82.26. Result ID: 6a4e00bd60b88bb339d77992.

[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: 81.4. Result ID: 6a4e00bd60b88bb339d7798b.

[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.

### APADC

Accuracy: 80.9. Result ID: 6a4e00bd60b88bb339d7798c.

[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: 80.17. Result ID: 6a4e00bd60b88bb339d77993.

[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.

### DVIMVC

Accuracy: 79.38. Result ID: 6a4e00bd60b88bb339d77991.

[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: 79.37. Result ID: 6a4e00bd60b88bb339d77996.

[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.

### GCFAGG

Accuracy: 78.21. Result ID: 6a4e00bd60b88bb339d77985.

[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: 76.34. Result ID: 6a4e00bd60b88bb339d77986.

[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.

### APADC

Accuracy: 75.4. Result ID: 6a4e00bd60b88bb339d7798d.

[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: 74.47. Result ID: 6a4e00bd60b88bb339d77987.

[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.

### ProImp

Accuracy: 74.11. Result ID: 6a4e00bd60b88bb339d7798f.

[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.

### DCP

Accuracy: 71.8. Result ID: 6a4e00bd60b88bb339d77980.

[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.

### CPSPAN

Accuracy: 66.16. Result ID: 6a4e00bd60b88bb339d77988.

[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.

### CPSPAN

Accuracy: 64.8. Result ID: 6a4e00bd60b88bb339d77989.

[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.

### DCP

Accuracy: 60.8. Result ID: 6a4e00bd60b88bb339d77981.

[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.

### CPSPAN

Accuracy: 54.81. Result ID: 6a4e00bd60b88bb339d7798a.

[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.

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