# Image Classification on CIFAR100 (Macro F1, Precision, Recall)

Source: [Image Classification on CIFAR100 (Macro F1, Precision, Recall)](<https://www.sota2.com/research/sota/image-classification-on-cifar100-macro-f1-precision-recall>)

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

Data updated: 2026-05-11T09:54:00.107Z

Evaluation of Image Classification performance on the CIFAR-100 dataset, focusing on per-class averaged metrics (Macro Precision, Macro Recall, and 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) | CIFAR100 |
| Metric | Macro Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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 Precision](<https://www.sota2.com/research/sota/image-classification-on-cifar100-macro-f1-precision-recall.md?metric=Macro%20Precision>): Higher is better; unit: PERCENT.

- [Macro Recall](<https://www.sota2.com/research/sota/image-classification-on-cifar100-macro-f1-precision-recall.md?metric=Macro%20Recall>): Higher is better; unit: PERCENT.

- [Macro F1-score](<https://www.sota2.com/research/sota/image-classification-on-cifar100-macro-f1-precision-recall.md?metric=Macro%20F1-score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Macro Precision | Result date | Report paper |
| --- | --- | --- | --- |
| UN | 34.9 | Not recorded | 6a0162b4dbc836b87d8232a3 |
| UN | 32.39 | Not recorded | 6a0162b4dbc836b87d8232a3 |
| UhlN | 31.96 | Not recorded | 6a0162b4dbc836b87d8232a3 |
| UN | 31.73 | Not recorded | 6a0162b4dbc836b87d8232a3 |
| UhlN | 28.36 | Not recorded | 6a0162b4dbc836b87d8232a3 |
| UhlN | 27.78 | Not recorded | 6a0162b4dbc836b87d8232a3 |
| SupCon | 27.72 | Not recorded | 6a0162b4dbc836b87d8232a3 |

### UN

Macro Precision: 34.9. Result ID: 6a01a73747f34ce924e3fe48.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

Recorded evaluation configuration: {"#Neg. (k)":"3"}. This record does not assert independent reproduction.

### UN

Macro Precision: 32.39. Result ID: 6a01a73747f34ce924e3fe4a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

Recorded evaluation configuration: {"#Neg. (k)":"5"}. This record does not assert independent reproduction.

### UhlN

Macro Precision: 31.96. Result ID: 6a01a73747f34ce924e3fe4b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

Recorded evaluation configuration: {"#Neg. (k)":"5"}. This record does not assert independent reproduction.

### UN

Macro Precision: 31.73. Result ID: 6a01a73747f34ce924e3fe4d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

Recorded evaluation configuration: {"#Neg. (k)":"7"}. This record does not assert independent reproduction.

### UhlN

Macro Precision: 28.36. Result ID: 6a01a73747f34ce924e3fe49.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

Recorded evaluation configuration: {"#Neg. (k)":"3"}. This record does not assert independent reproduction.

### UhlN

Macro Precision: 27.78. Result ID: 6a01a73747f34ce924e3fe4e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

Recorded evaluation configuration: {"#Neg. (k)":"7"}. This record does not assert independent reproduction.

### SupCon

Macro Precision: 27.72. Result ID: 6a01a73747f34ce924e3fe4c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697f1e209131cea22756.md>)

Recorded evaluation configuration: {"#Neg. (k)":"5"}. This record does not assert independent reproduction.

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