# Image Classification on CIFAR-10 (retained set D\\Du)

Source: [Image Classification on CIFAR-10 (retained set D\\Du)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-retained-set-d-du>)

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

Data updated: 2026-04-23T09:41:31.903Z

Evaluation of Image Classification performance on the specific retained subset (D\\Du) of the CIFAR-10 dataset, reporting Macro 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) | CIFAR-10 (retained set D\\Du) |
| Metric | Macro F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Macro F1 Score](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-retained-set-d-du.md?metric=Macro%20F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Macro F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| Original | 100 | Not recorded | 68fa74501e209131cea60fc7 |
| Retrain | 100 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-R (Sr) | 100 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-R (Sn) | 100 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-F | 100 | Not recorded | 68fa74501e209131cea60fc7 |
| Original | 100 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-F | 100 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-R (Sr) | 96 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-R (Sn) | 91.46 | Not recorded | 68fa74501e209131cea60fc7 |
| Retrain | 90.88 | Not recorded | 68fa74501e209131cea60fc7 |

### Original

Macro F1 Score: 100. Result ID: 69e9e93b47f34ce924d178ea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Class Setting":"Balanced"}. This record does not assert independent reproduction.

### Retrain

Macro F1 Score: 100. Result ID: 69e9e93b47f34ce924d178eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Class Setting":"Balanced"}. This record does not assert independent reproduction.

### Adv-R (Sr)

Macro F1 Score: 100. Result ID: 69e9e93b47f34ce924d178ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Class Setting":"Balanced","Selection Strategy":"Random Sampling"}. This record does not assert independent reproduction.

### Adv-R (Sn)

Macro F1 Score: 100. Result ID: 69e9e93b47f34ce924d178ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Class Setting":"Balanced","Selection Strategy":"Nearest Neighbor"}. This record does not assert independent reproduction.

### Adv-F

Macro F1 Score: 100. Result ID: 69e9e93b47f34ce924d178ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Class Setting":"Balanced"}. This record does not assert independent reproduction.

### Original

Macro F1 Score: 100. Result ID: 69e9e93b47f34ce924d178ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Class Setting":"Imbalanced"}. This record does not assert independent reproduction.

### Adv-F

Macro F1 Score: 100. Result ID: 69e9e93b47f34ce924d178f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Class Setting":"Imbalanced"}. This record does not assert independent reproduction.

### Adv-R (Sr)

Macro F1 Score: 96. Result ID: 69e9e93b47f34ce924d178f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Class Setting":"Imbalanced","Selection Strategy":"Random Sampling"}. This record does not assert independent reproduction.

### Adv-R (Sn)

Macro F1 Score: 91.46. Result ID: 69e9e93b47f34ce924d178f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Class Setting":"Imbalanced","Selection Strategy":"Nearest Neighbor"}. This record does not assert independent reproduction.

### Retrain

Macro F1 Score: 90.88. Result ID: 69e9e93b47f34ce924d178f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Backbone":"CNN","Class Setting":"Imbalanced"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.