# Image Classification on Fashion-MNIST (Accuracy, Precision, Recall, F1)

Source: [Image Classification on Fashion-MNIST (Accuracy, Precision, Recall, F1)](<https://www.sota2.com/research/sota/image-classification-on-fashion-mnist-accuracy-precision-recall-f1>)

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

Data updated: 2026-04-27T06:49:32.729Z

Evaluation of Image Classification performance on the Fashion-MNIST dataset, reporting standard classification metrics: Accuracy, Precision, Recall, and F1 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 | Image Classification |
| Dataset (including any stated split) | Fashion-MNIST |
| 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/image-classification-on-fashion-mnist-accuracy-precision-recall-f1.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/image-classification-on-fashion-mnist-accuracy-precision-recall-f1.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/image-classification-on-fashion-mnist-accuracy-precision-recall-f1.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/image-classification-on-fashion-mnist-accuracy-precision-recall-f1.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FastKAN | 88.5 | Not recorded | 69eeed8855a3c32af89f96f1 |
| FasterKAN | 88.31 | Not recorded | 69eeed8855a3c32af89f96f1 |
| MLP | 87.73 | Not recorded | 69eeed8855a3c32af89f96f1 |
| BSRBF-KAN | 87.47 | Not recorded | 69eeed8855a3c32af89f96f1 |
| LTBs-KAN | 87.44 | Not recorded | 69eeed8855a3c32af89f96f1 |
| GottliebKAN | 86.71 | Not recorded | 69eeed8855a3c32af89f96f1 |
| EfficientKAN | 85.36 | Not recorded | 69eeed8855a3c32af89f96f1 |

### FastKAN

Accuracy: 88.5. Result ID: 69ef05bc47f34ce924d49489.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed8855a3c32af89f96f1.md>)

Recorded evaluation configuration: {"Params":"230,346","Time (s)":"327.27","Epochs":"20"}. This record does not assert independent reproduction.

### FasterKAN

Accuracy: 88.31. Result ID: 69ef05bc47f34ce924d4948b.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed8855a3c32af89f96f1.md>)

Recorded evaluation configuration: {"Params":"204,896","Time (s)":"313.64","Epochs":"20"}. This record does not assert independent reproduction.

### MLP

Accuracy: 87.73. Result ID: 69ef05bc47f34ce924d4948a.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed8855a3c32af89f96f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64aa1e209131cea05fc7.md>)

Recorded evaluation configuration: {"Params":"643,538","Time (s)":"256.42","Epochs":"20"}. This record does not assert independent reproduction.

### BSRBF-KAN

Accuracy: 87.47. Result ID: 69ef05bc47f34ce924d49487.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed8855a3c32af89f96f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76ee1e209131cea70071.md>)

Recorded evaluation configuration: {"Params":"306,528","Time (s)":"693.55","Epochs":"20"}. This record does not assert independent reproduction.

### LTBs-KAN

Accuracy: 87.44. Result ID: 69ef05bc47f34ce924d49485.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed8855a3c32af89f96f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eeed8855a3c32af89f96f1.md>)

Recorded evaluation configuration: {"Params":"203,412","Time (s)":"378.84","Epochs":"20"}. This record does not assert independent reproduction.

### GottliebKAN

Accuracy: 86.71. Result ID: 69ef05bc47f34ce924d49486.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed8855a3c32af89f96f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75381e209131cea6685f.md>)

Recorded evaluation configuration: {"Params":"105,859","Time (s)":"350.43","Epochs":"20"}. This record does not assert independent reproduction.

### EfficientKAN

Accuracy: 85.36. Result ID: 69ef05bc47f34ce924d49488.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed8855a3c32af89f96f1.md>)

Recorded evaluation configuration: {"Params":"254,080","Time (s)":"486.40","Epochs":"20"}. This record does not assert independent reproduction.

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