# Image Classification on CIFAR-100 (2500 labeled samples)

Source: [Image Classification on CIFAR-100 (2500 labeled samples)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-2500-labeled-samples>)

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

Data updated: 2026-02-26T06:06:42.019Z

Evaluation of Image Classification performance on the specific 2500-label subset of the CIFAR-100 dataset, measured using 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 (2500 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-100-2500-labeled-samples.md?metric=Top-1%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Acc | Result date | Report paper |
| --- | --- | --- | --- |
| InstanT | 67.09 | Not recorded | 68fa71051e209131cea4e9bb |
| AdaMatch | 66.36 | Not recorded | 68fa71051e209131cea4e9bb |
| FlexMatch | 66.11 | Not recorded | 68fa71051e209131cea4e9bb |
| FixMatch | 65.63 | Not recorded | 68fa71051e209131cea4e9bb |
| Dash | 65.51 | Not recorded | 68fa71051e209131cea4e9bb |
| UDA | 64.79 | Not recorded | 68fa71051e209131cea4e9bb |

### InstanT

Top-1 Acc: 67.09. Result ID: 69916e9b3a6c314849081fa7.

[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.

### AdaMatch

Top-1 Acc: 66.36. Result ID: 69916e9b3a6c314849081fa6.

[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.

### FlexMatch

Top-1 Acc: 66.11. Result ID: 69916e9b3a6c314849081fa4.

[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.

### FixMatch

Top-1 Acc: 65.63. Result ID: 69916e9b3a6c314849081fa3.

[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.

### Dash

Top-1 Acc: 65.51. Result ID: 69916e9b3a6c314849081fa5.

[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.

### UDA

Top-1 Acc: 64.79. Result ID: 69916e9b3a6c314849081fa2.

[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.

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