# Image Classification on ImageNet (Class-averaged AUC)

Source: [Image Classification on ImageNet (Class-averaged AUC)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-class-averaged-auc>)

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

Data updated: 2026-05-29T07:42:45.246Z

Evaluation of Image Classification performance on the standard ImageNet dataset, reporting the Class-averaged AUC metric.

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) | ImageNet |
| Metric | Class-averaged AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [Class-averaged AUC](<https://www.sota2.com/research/sota/image-classification-on-imagenet-class-averaged-auc.md?metric=Class-averaged%20AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Class-averaged AUC | Result date | Report paper |
| --- | --- | --- | --- |
| DPX-SD | 87 | Not recorded | 691aac5d6750be83fe5ce66b |
| DPX-SD | 86.4 | Not recorded | 691aac5d6750be83fe5ce66b |
| DPX-SD | 85 | Not recorded | 691aac5d6750be83fe5ce66b |
| DPX-SD | 83.9 | Not recorded | 691aac5d6750be83fe5ce66b |
| PX | 80.8 | Not recorded | 691aac5d6750be83fe5ce66b |
| DPX | 79.6 | Not recorded | 691aac5d6750be83fe5ce66b |
| PX | 75.9 | Not recorded | 691aac5d6750be83fe5ce66b |
| DPX | 75.2 | Not recorded | 691aac5d6750be83fe5ce66b |
| DPX | 75.1 | Not recorded | 691aac5d6750be83fe5ce66b |
| DPX | 74.9 | Not recorded | 691aac5d6750be83fe5ce66b |
| PX | 71.9 | Not recorded | 691aac5d6750be83fe5ce66b |
| PX | 69.8 | Not recorded | 691aac5d6750be83fe5ce66b |
| Weight | 43.9 | Not recorded | 691aac5d6750be83fe5ce66b |
| Weight | 42.9 | Not recorded | 691aac5d6750be83fe5ce66b |
| Weight | 39.4 | Not recorded | 691aac5d6750be83fe5ce66b |
| Weight | 36.2 | Not recorded | 691aac5d6750be83fe5ce66b |

### DPX-SD

Class-averaged AUC: 87. Result ID: 6a194212fbc373592c134a76.

[Reporting paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### DPX-SD

Class-averaged AUC: 86.4. Result ID: 6a194212fbc373592c134a6a.

[Reporting paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

Recorded evaluation configuration: {"Backbone":"VGG16"}. This record does not assert independent reproduction.

### DPX-SD

Class-averaged AUC: 85. Result ID: 6a194212fbc373592c134a72.

[Reporting paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### DPX-SD

Class-averaged AUC: 83.9. Result ID: 6a194212fbc373592c134a6e.

[Reporting paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

Recorded evaluation configuration: {"Backbone":"VGG16BN"}. This record does not assert independent reproduction.

### PX

Class-averaged AUC: 80.8. Result ID: 6a194212fbc373592c134a78.

[Reporting paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75511e209131cea67185.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### DPX

Class-averaged AUC: 79.6. Result ID: 6a194212fbc373592c134a77.

[Reporting paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69801e209131cea22812.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### PX

Class-averaged AUC: 75.9. Result ID: 6a194212fbc373592c134a74.

[Reporting paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75511e209131cea67185.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### DPX

Class-averaged AUC: 75.2. Result ID: 6a194212fbc373592c134a6f.

[Reporting paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69801e209131cea22812.md>)

Recorded evaluation configuration: {"Backbone":"VGG16BN"}. This record does not assert independent reproduction.

### DPX

Class-averaged AUC: 75.1. Result ID: 6a194212fbc373592c134a73.

[Reporting paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69801e209131cea22812.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### DPX

Class-averaged AUC: 74.9. Result ID: 6a194212fbc373592c134a6b.

[Reporting paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69801e209131cea22812.md>)

Recorded evaluation configuration: {"Backbone":"VGG16"}. This record does not assert independent reproduction.

### PX

Class-averaged AUC: 71.9. Result ID: 6a194212fbc373592c134a6c.

[Reporting paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75511e209131cea67185.md>)

Recorded evaluation configuration: {"Backbone":"VGG16"}. This record does not assert independent reproduction.

### PX

Class-averaged AUC: 69.8. Result ID: 6a194212fbc373592c134a70.

[Reporting paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75511e209131cea67185.md>)

Recorded evaluation configuration: {"Backbone":"VGG16BN"}. This record does not assert independent reproduction.

### Weight

Class-averaged AUC: 43.9. Result ID: 6a194212fbc373592c134a75.

[Reporting paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa632f1e209131ce9fd215.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### Weight

Class-averaged AUC: 42.9. Result ID: 6a194212fbc373592c134a6d.

[Reporting paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa632f1e209131ce9fd215.md>)

Recorded evaluation configuration: {"Backbone":"VGG16"}. This record does not assert independent reproduction.

### Weight

Class-averaged AUC: 39.4. Result ID: 6a194212fbc373592c134a71.

[Reporting paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa632f1e209131ce9fd215.md>)

Recorded evaluation configuration: {"Backbone":"VGG16BN"}. This record does not assert independent reproduction.

### Weight

Class-averaged AUC: 36.2. Result ID: 6a194212fbc373592c134a79.

[Reporting paper](<https://www.sota2.com/research/paper/691aac5d6750be83fe5ce66b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa632f1e209131ce9fd215.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

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