# Image Classification on FashionMNIST (Top-K Accuracy, F1-Score, ECE)

Source: [Image Classification on FashionMNIST (Top-K Accuracy, F1-Score, ECE)](<https://www.sota2.com/research/sota/image-classification-on-fashionmnist-top-k-accuracy-f1-score-ece>)

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

Data updated: 2026-03-31T07:33:39.403Z

Evaluation of Image Classification performance on the FashionMNIST dataset, reporting Top-K accuracy, F1-Score, and Expected Calibration Error (ECE).

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) | FashionMNIST |
| Metric | Top-3 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Top-3 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-fashionmnist-top-k-accuracy-f1-score-ece.md?metric=Top-3%20Accuracy>): Higher is better; unit: PERCENT.

- [Top-5 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-fashionmnist-top-k-accuracy-f1-score-ece.md?metric=Top-5%20Accuracy>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/image-classification-on-fashionmnist-top-k-accuracy-f1-score-ece.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [ECE](<https://www.sota2.com/research/sota/image-classification-on-fashionmnist-top-k-accuracy-f1-score-ece.md?metric=ECE>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Top-3 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Learnable PE | 96.93 | Not recorded | 69cb551b0636e5bf4afc9f29 |
| ResNet-18 | 92.21 | Not recorded | 69cb551b0636e5bf4afc9f29 |

### Learnable PE

Top-3 Accuracy: 96.93. Result ID: 69cb78cc47f34ce924b36fd7.

[Reporting paper](<https://www.sota2.com/research/paper/69cb551b0636e5bf4afc9f29.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ResNet-18

Top-3 Accuracy: 92.21. Result ID: 69cb78cc47f34ce924b36fd6.

[Reporting paper](<https://www.sota2.com/research/paper/69cb551b0636e5bf4afc9f29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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