# Image Classification on CIFAR-100 200 labels

Source: [Image Classification on CIFAR-100 200 labels](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-200-labels>)

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

Data updated: 2026-02-26T06:07:19.440Z

Evaluation of Image Classification performance on the CIFAR-100 dataset restricted to 200 labeled examples.

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-100 200 labels |
| Metric | Top-1 Error Rate |
| Unit | PERCENT |
| Direction | Lower 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 Error Rate](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-200-labels.md?metric=Top-1%20Error%20Rate>): Lower is better; unit: PERCENT.

- [Average Gain](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-200-labels.md?metric=Average%20Gain>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Top-1 Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| SoftMatch/FreeMatch + SemiReward | 20.06 | Not recorded | 68fa72451e209131cea556d1 |
| SoftMatch/FreeMatch | 21.07 | Not recorded | 68fa72451e209131cea556d1 |
| FlexMatch + SemiReward | 23.74 | Not recorded | 68fa72451e209131cea556d1 |
| FlexMatch | 25.72 | Not recorded | 68fa72451e209131cea556d1 |
| Pseudo Label + SemiReward | 31.94 | Not recorded | 68fa72451e209131cea556d1 |
| Pseudo Label | 32.78 | Not recorded | 68fa72451e209131cea556d1 |

### SoftMatch/FreeMatch + SemiReward

Top-1 Error Rate: 20.06. Result ID: 699229363a6c3148490cff83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72451e209131cea556d1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72451e209131cea556d1.md>)

Recorded evaluation configuration: {"Backbone":"ViT \[Dosovitskiy et al., 2021\] / ResNet-50 \[He et al., 2016\]","SemiReward":true}. This record does not assert independent reproduction.

### SoftMatch/FreeMatch

Top-1 Error Rate: 21.07. Result ID: 699229363a6c3148490cff82.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72451e209131cea556d1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72451e209131cea556d1.md>)

Recorded evaluation configuration: {"Backbone":"ViT \[Dosovitskiy et al., 2021\] / ResNet-50 \[He et al., 2016\]","SemiReward":false}. This record does not assert independent reproduction.

### FlexMatch + SemiReward

Top-1 Error Rate: 23.74. Result ID: 699229363a6c3148490cff81.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72451e209131cea556d1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72451e209131cea556d1.md>)

Recorded evaluation configuration: {"Backbone":"ViT \[Dosovitskiy et al., 2021\] / ResNet-50 \[He et al., 2016\]","SemiReward":true}. This record does not assert independent reproduction.

### FlexMatch

Top-1 Error Rate: 25.72. Result ID: 699229363a6c3148490cff80.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72451e209131cea556d1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72451e209131cea556d1.md>)

Recorded evaluation configuration: {"Backbone":"ViT \[Dosovitskiy et al., 2021\] / ResNet-50 \[He et al., 2016\]","SemiReward":false}. This record does not assert independent reproduction.

### Pseudo Label + SemiReward

Top-1 Error Rate: 31.94. Result ID: 699229363a6c3148490cff7f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72451e209131cea556d1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72451e209131cea556d1.md>)

Recorded evaluation configuration: {"Backbone":"ViT \[Dosovitskiy et al., 2021\] / ResNet-50 \[He et al., 2016\]","SemiReward":true}. This record does not assert independent reproduction.

### Pseudo Label

Top-1 Error Rate: 32.78. Result ID: 699229363a6c3148490cff7e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72451e209131cea556d1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72451e209131cea556d1.md>)

Recorded evaluation configuration: {"Backbone":"ViT \[Dosovitskiy et al., 2021\] / ResNet-50 \[He et al., 2016\]","SemiReward":false}. This record does not assert independent reproduction.

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