# Selective Classification on ImageNet-Rendition

Source: [Selective Classification on ImageNet-Rendition](<https://www.sota2.com/research/sota/selective-classification-on-imagenet-rendition>)

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

Data updated: 2026-02-26T05:25:44.620Z

Evaluation of Selective Classification performance on the ImageNet Rendition dataset, measured using AURC and NAURC metrics.

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 | Selective classification |
| Dataset (including any stated split) | ImageNet-Rendition |
| Metric | AURC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [AURC](<https://www.sota2.com/research/sota/selective-classification-on-imagenet-rendition.md?metric=AURC>): Higher is better; unit: SCALAR.

- [NAURC](<https://www.sota2.com/research/sota/selective-classification-on-imagenet-rendition.md?metric=NAURC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AURC | Result date | Report paper |
| --- | --- | --- | --- |
| Energy | 0.0581 | Not recorded | 68fa78a61e209131cea79954 |
| SIRC | 0.039 | Not recorded | 68fa78a61e209131cea79954 |
| MDS | 0.0341 | Not recorded | 68fa78a61e209131cea79954 |
| KNN | 0.0251 | Not recorded | 68fa78a61e209131cea79954 |
| MaxLogit | 0.0221 | Not recorded | 68fa78a61e209131cea79954 |
| Δ-MDS | 0.0219 | Not recorded | 68fa78a61e209131cea79954 |
| MSP | 0.02 | Not recorded | 68fa78a61e209131cea79954 |
| Δ-KNN | 0.0142 | Not recorded | 68fa78a61e209131cea79954 |
| Δ-MDS-RLog | 0.0109 | Not recorded | 68fa78a61e209131cea79954 |
| RLog | 0.00808 | Not recorded | 68fa78a61e209131cea79954 |
| Δ-KNN-RLog | 0.0077 | Not recorded | 68fa78a61e209131cea79954 |

### Energy

AURC: 0.0581. Result ID: 699a67995698665ec4efe459.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a61e209131cea79954.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69cc1e209131cea24242.md>)

Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction.

### SIRC

AURC: 0.039. Result ID: 699a67995698665ec4efe45d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a61e209131cea79954.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eca1e209131cea42285.md>)

Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction.

### MDS

AURC: 0.0341. Result ID: 699a67995698665ec4efe45a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a61e209131cea79954.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64f91e209131cea077ac.md>)

[Implementation](<https://github.com/pokaxpoka/deep_Mahalanobis_detector>)

Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction.

### KNN

AURC: 0.0251. Result ID: 699a67995698665ec4efe45b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a61e209131cea79954.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e2f1e209131cea3e69b.md>)

[Implementation](<https://github.com/deeplearning-wisc/knn-ood>)

Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction.

### MaxLogit

AURC: 0.0221. Result ID: 699a67995698665ec4efe458.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a61e209131cea79954.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c811e209131cea34603.md>)

Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction.

### Δ-MDS

AURC: 0.0219. Result ID: 699a67995698665ec4efe45e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a61e209131cea79954.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a61e209131cea79954.md>)

Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction.

### MSP

AURC: 0.02. Result ID: 699a67995698665ec4efe457.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a61e209131cea79954.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64e41e209131cea0731a.md>)

[Implementation](<https://www.sota2.com/github.com/hendrycks/error-detection>)

Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction.

### Δ-KNN

AURC: 0.0142. Result ID: 699a67995698665ec4efe45f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a61e209131cea79954.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a61e209131cea79954.md>)

Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction.

### Δ-MDS-RLog

AURC: 0.0109. Result ID: 699a67995698665ec4efe460.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a61e209131cea79954.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a61e209131cea79954.md>)

Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction.

### RLog

AURC: 0.00808. Result ID: 699a67995698665ec4efe45c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a61e209131cea79954.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e61e209131cea6a860.md>)

Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction.

### Δ-KNN-RLog

AURC: 0.0077. Result ID: 699a67995698665ec4efe461.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a61e209131cea79954.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a61e209131cea79954.md>)

Recorded evaluation configuration: {"Backbone":"DFN CLIP","Evaluation":"Zero-shot"}. This record does not assert independent reproduction.

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