# Image Classification on CIFAR100 (Accuracy, F1)

Source: [Image Classification on CIFAR100 (Accuracy, F1)](<https://www.sota2.com/research/sota/image-classification-on-cifar100-accuracy-f1>)

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

Data updated: 2026-02-26T05:26:46.165Z

Evaluation of standard Image Classification performance on the CIFAR-100 dataset, reporting general accuracy and F1 scores.

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) | CIFAR100 |
| Metric | Acc |
| 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

- [Acc](<https://www.sota2.com/research/sota/image-classification-on-cifar100-accuracy-f1.md?metric=Acc>): Higher is better; unit: PERCENT.

- [F1](<https://www.sota2.com/research/sota/image-classification-on-cifar100-accuracy-f1.md?metric=F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Acc | Result date | Report paper |
| --- | --- | --- | --- |
| SNN-SqueezeNet-P | 54 | Not recorded | 698c0d5dc97a0b3e3b5e13e3 |
| SNN-MnasNet | 49 | Not recorded | 698c0d5dc97a0b3e3b5e13e3 |
| SNN-SqueezeNet | 47 | Not recorded | 698c0d5dc97a0b3e3b5e13e3 |
| SNN-MixNet | 44 | Not recorded | 698c0d5dc97a0b3e3b5e13e3 |
| SNN-Xception | 36 | Not recorded | 698c0d5dc97a0b3e3b5e13e3 |
| SNN-ShuffleNetV2 | 12 | Not recorded | 698c0d5dc97a0b3e3b5e13e3 |

### SNN-SqueezeNet-P

Acc: 54. Result ID: 69971c6b5698665ec46a7587.

[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)":"13490","MAC (k/M)":"4230","Params (k/M)":"645.3","Energy (mJ)":"0.0316"}. This record does not assert independent reproduction.

### SNN-MnasNet

Acc: 49. Result ID: 69971c6b5698665ec46a7584.

[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)":"3050","MAC (k/M)":"12930","Params (k/M)":"163.5","Energy (mJ)":"0.0622"}. This record does not assert independent reproduction.

### SNN-SqueezeNet

Acc: 47. Result ID: 69971c6b5698665ec46a7586.

[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)":"20790","MAC (k/M)":"4470","Params (k/M)":"782.6","Energy (mJ)":"0.0393"}. This record does not assert independent reproduction.

### SNN-MixNet

Acc: 44. Result ID: 69971c6b5698665ec46a7585.

[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)":"862","MAC (k/M)":"506.9","Params (k/M)":"108.0","Energy (mJ)":"0.0023"}. This record does not assert independent reproduction.

### SNN-Xception

Acc: 36. Result ID: 69971c6b5698665ec46a7583.

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

Recorded evaluation configuration: {"AC (k/M)":"1780","MAC (k/M)":"96310","Params (k/M)":"1025.0","Energy (mJ)":"0.4446"}. This record does not assert independent reproduction.

### SNN-ShuffleNetV2

Acc: 12. Result ID: 69971c6b5698665ec46a7582.

[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)":"163","MAC (k/M)":"894.6","Params (k/M)":"1000.0","Energy (mJ)":"0.0043"}. This record does not assert independent reproduction.

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