# Image Classification on CIFAR-100 10000 labeled samples

Source: [Image Classification on CIFAR-100 10000 labeled samples](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-10000-labeled-samples>)

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

Data updated: 2026-02-26T06:06:42.036Z

Evaluation of Image Classification performance on the CIFAR-100 dataset restricted to 10,000 labeled samples, reporting Top-1 accuracy.

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) | CIFAR-100 10000 labeled samples |
| Metric | Top-1 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

- [Top-1 Acc](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-10000-labeled-samples.md?metric=Top-1%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Acc | Result date | Report paper |
| --- | --- | --- | --- |
| FlexMatch | 72.48 | Not recorded | 68fa71051e209131cea4e9bb |
| AdaMatch | 72.32 | Not recorded | 68fa71051e209131cea4e9bb |
| InstanT | 72.3 | Not recorded | 68fa71051e209131cea4e9bb |
| UDA | 72.13 | Not recorded | 68fa71051e209131cea4e9bb |
| Dash | 72.1 | Not recorded | 68fa71051e209131cea4e9bb |
| FixMatch | 71.65 | Not recorded | 68fa71051e209131cea4e9bb |

### FlexMatch

Top-1 Acc: 72.48. Result ID: 69916e9b3a6c314849081faa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71051e209131cea4e9bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bbb1e209131cea2ff1d.md>)

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

Recorded evaluation configuration: {"Backbone":"WRN-28-2"}. This record does not assert independent reproduction.

### AdaMatch

Top-1 Acc: 72.32. Result ID: 69916e9b3a6c314849081fac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71051e209131cea4e9bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea319a6.md>)

Recorded evaluation configuration: {"Backbone":"WRN-28-2"}. This record does not assert independent reproduction.

### InstanT

Top-1 Acc: 72.3. Result ID: 69916e9b3a6c314849081fad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71051e209131cea4e9bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71051e209131cea4e9bb.md>)

[Implementation](<https://github.com/tmllab/2023_NeurIPS_InstanT>)

Recorded evaluation configuration: {"Backbone":"WRN-28-2"}. This record does not assert independent reproduction.

### UDA

Top-1 Acc: 72.13. Result ID: 69916e9b3a6c314849081fa8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71051e209131cea4e9bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a61e209131cea1d69a.md>)

[Implementation](<https://github.com/google-research/uda>)

Recorded evaluation configuration: {"Backbone":"WRN-28-2"}. This record does not assert independent reproduction.

### Dash

Top-1 Acc: 72.1. Result ID: 69916e9b3a6c314849081fab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71051e209131cea4e9bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aa61e209131cea2970c.md>)

[Implementation](<https://github.com/google-research/fixmatch>)

Recorded evaluation configuration: {"Backbone":"WRN-28-2"}. This record does not assert independent reproduction.

### FixMatch

Top-1 Acc: 71.65. Result ID: 69916e9b3a6c314849081fa9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71051e209131cea4e9bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d61e209131cea1e896.md>)

Recorded evaluation configuration: {"Backbone":"WRN-28-2"}. This record does not assert independent reproduction.

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