# Classification on Fashion-MV

Source: [Classification on Fashion-MV](<https://www.sota2.com/research/sota/classification-on-fashion-mv>)

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

Data updated: 2026-02-26T05:28:46.600Z

Evaluation of Classification performance on the Fashion-MV dataset, reporting Accuracy, Precision, and F-score.

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 | Classification |
| Dataset (including any stated split) | Fashion-MV |
| 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/classification-on-fashion-mv.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/classification-on-fashion-mv.md?metric=Precision>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/classification-on-fashion-mv.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MVer-C | 97.7 | Not recorded | 68fa6ec91e209131cea42156 |
| MVer-R | 96.85 | Not recorded | 68fa6ec91e209131cea42156 |
| MFLVC | 96.5 | Not recorded | 68fa6ec91e209131cea42156 |
| DCP | 89.25 | Not recorded | 68fa6ec91e209131cea42156 |
| MIB | 86.8 | Not recorded | 68fa6ec91e209131cea42156 |
| DCCAE | 85.35 | Not recorded | 68fa6ec91e209131cea42156 |
| DCCA | 84.9 | Not recorded | 68fa6ec91e209131cea42156 |

### MVer-C

Accuracy: 97.7. Result ID: 69905a133a6c314849ffe984.

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

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

Recorded evaluation configuration: {"Evaluation Protocol":"Linear SVM","Latent Dimension":256,"Batch Size":256}. This record does not assert independent reproduction.

### MVer-R

Accuracy: 96.85. Result ID: 69905a133a6c314849ffe983.

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

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

Recorded evaluation configuration: {"Evaluation Protocol":"Linear SVM","Latent Dimension":256,"Batch Size":256}. This record does not assert independent reproduction.

### MFLVC

Accuracy: 96.5. Result ID: 69905a133a6c314849ffe981.

[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: {"Evaluation Protocol":"Linear SVM","Latent Dimension":256,"Batch Size":256}. This record does not assert independent reproduction.

### DCP

Accuracy: 89.25. Result ID: 69905a133a6c314849ffe982.

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

Recorded evaluation configuration: {"Evaluation Protocol":"Linear SVM","Latent Dimension":256,"Batch Size":256}. This record does not assert independent reproduction.

### MIB

Accuracy: 86.8. Result ID: 69905a133a6c314849ffe980.

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

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

Recorded evaluation configuration: {"Evaluation Protocol":"Linear SVM","Latent Dimension":256,"Batch Size":256}. This record does not assert independent reproduction.

### DCCAE

Accuracy: 85.35. Result ID: 69905a133a6c314849ffe97f.

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

Recorded evaluation configuration: {"Evaluation Protocol":"Linear SVM","Latent Dimension":256,"Batch Size":256}. This record does not assert independent reproduction.

### DCCA

Accuracy: 84.9. Result ID: 69905a133a6c314849ffe97e.

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

Recorded evaluation configuration: {"Evaluation Protocol":"Linear SVM","Latent Dimension":256,"Batch Size":256}. This record does not assert independent reproduction.

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