# Image Classification on Tiny ImageNet (Acc, F1)

Source: [Image Classification on Tiny ImageNet (Acc, F1)](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-acc-f1>)

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

Data updated: 2026-02-26T05:31:21.846Z

Evaluation of Image Classification performance on the Tiny ImageNet dataset, measured using Accuracy (Acc) 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) | Tiny ImageNet |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-tiny-imagenet-acc-f1.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SNN-SqueezeNet-P | 45 | Not recorded | 698c0d5dc97a0b3e3b5e13e3 |
| SNN-SqueezeNet | 41 | Not recorded | 698c0d5dc97a0b3e3b5e13e3 |
| SNN-MnasNet | 38 | Not recorded | 698c0d5dc97a0b3e3b5e13e3 |
| SNN-MixNet | 34 | Not recorded | 698c0d5dc97a0b3e3b5e13e3 |
| SNN-Xception | 23 | Not recorded | 698c0d5dc97a0b3e3b5e13e3 |
| SNN-ShuffleNetV2 | 11 | Not recorded | 698c0d5dc97a0b3e3b5e13e3 |

### SNN-SqueezeNet-P

Accuracy: 45. Result ID: 69971c6b5698665ec46a758d.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d5dc97a0b3e3b5e13e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698c0d5dc97a0b3e3b5e13e3.md>)

Recorded evaluation configuration: {"AC (k/M)":"51970","MAC (k/M)":"16920","Params (k/M)":"696.6","Energy (mJ)":"0.1246"}. This record does not assert independent reproduction.

### SNN-SqueezeNet

Accuracy: 41. Result ID: 69971c6b5698665ec46a758c.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d5dc97a0b3e3b5e13e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d91e209131ce9fba68.md>)

[Implementation](<https://github.com/DeepScale/SqueezeNet>)

Recorded evaluation configuration: {"AC (k/M)":"80094","MAC (k/M)":"17880","Params (k/M)":"833.9","Energy (mJ)":"0.1543"}. This record does not assert independent reproduction.

### SNN-MnasNet

Accuracy: 38. Result ID: 69971c6b5698665ec46a758a.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d5dc97a0b3e3b5e13e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65da1e209131cea0cc69.md>)

[Implementation](<https://github.com/tensorflow/tpu/tree/master/models/official/mnasnet>)

Recorded evaluation configuration: {"AC (k/M)":"12040","MAC (k/M)":"51690","Params (k/M)":"176.4","Energy (mJ)":"0.2486"}. This record does not assert independent reproduction.

### SNN-MixNet

Accuracy: 34. Result ID: 69971c6b5698665ec46a758b.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d5dc97a0b3e3b5e13e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b21e209131cea11e99.md>)

[Implementation](<https://github.com/tensorflow/tpu/tree/master/models/official/mnasnet/mixnet>)

Recorded evaluation configuration: {"AC (k/M)":"2000","MAC (k/M)":"203.0","Params (k/M)":"133.7","Energy (mJ)":"0.0093"}. This record does not assert independent reproduction.

### SNN-Xception

Accuracy: 23. Result ID: 69971c6b5698665ec46a7589.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d5dc97a0b3e3b5e13e3.md>)

Recorded evaluation configuration: {"AC (k/M)":"6440","MAC (k/M)":"385630","Params (k/M)":"10460.0","Energy (mJ)":"1.7797"}. This record does not assert independent reproduction.

### SNN-ShuffleNetV2

Accuracy: 11. Result ID: 69971c6b5698665ec46a7588.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d5dc97a0b3e3b5e13e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63da1e209131cea0157d.md>)

Recorded evaluation configuration: {"AC (k/M)":"642","MAC (k/M)":"3780","Params (k/M)":"1110.0","Energy (mJ)":"0.0180"}. This record does not assert independent reproduction.

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