# Out-of-Distribution Detection on CIFAR-10 OOD Suite Average

Source: [Out-of-Distribution Detection on CIFAR-10 OOD Suite Average](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-cifar-10-ood-suite-average>)

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

Data updated: 2026-04-28T09:08:26.991Z

Evaluation of Out-of-Distribution Detection performance averaged across the defined CIFAR-10 OOD suite scenarios, reporting metrics like AUROC and FPR95.

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 | Out-of-Distribution Detection |
| Dataset (including any stated split) | CIFAR-10 OOD Suite Average |
| Metric | FPR@95 |
| Unit | PERCENT |
| Direction | Lower 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

- [FPR@95](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-cifar-10-ood-suite-average.md?metric=FPR%4095>): Lower is better; unit: PERCENT.

- [AUROC](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-cifar-10-ood-suite-average.md?metric=AUROC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FPR@95 | Result date | Report paper |
| --- | --- | --- | --- |
| DynProto | 0.29 | Not recorded | 69f03f5155a3c32af89fa34a |
| AdaND | 1.64 | Not recorded | 69f03f5155a3c32af89fa34a |
| DynProto | 9.65 | Not recorded | 69f03f5155a3c32af89fa34a |
| CADRef | 13.45 | Not recorded | 69f03f5155a3c32af89fa34a |
| GLMCM | 14.82 | Not recorded | 69f03f5155a3c32af89fa34a |
| MCM | 15.09 | Not recorded | 69f03f5155a3c32af89fa34a |
| ASH-S | 16.29 | Not recorded | 69f03f5155a3c32af89fa34a |
| VIM | 16.84 | Not recorded | 69f03f5155a3c32af89fa34a |
| NegRefine | 19.72 | Not recorded | 69f03f5155a3c32af89fa34a |
| CSP | 20.22 | Not recorded | 69f03f5155a3c32af89fa34a |
| DICE | 22.77 | Not recorded | 69f03f5155a3c32af89fa34a |
| NegLabel | 23.83 | Not recorded | 69f03f5155a3c32af89fa34a |
| OptFS | 24.6 | Not recorded | 69f03f5155a3c32af89fa34a |
| Energy | 28.24 | Not recorded | 69f03f5155a3c32af89fa34a |
| MSP | 50.9 | Not recorded | 69f03f5155a3c32af89fa34a |
| ReAct | 81.5 | Not recorded | 69f03f5155a3c32af89fa34a |

### DynProto

FPR@95: 0.29. Result ID: 69f078fc47f34ce924d69250.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa34a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa34a.md>)

Recorded evaluation configuration: {"Backbone":"CLIP-B/16","Method Category":"Vision Language Model based Methods"}. This record does not assert independent reproduction.

### AdaND

FPR@95: 1.64. Result ID: 69f078fc47f34ce924d6924f.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa34a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77e11e209131cea75c33.md>)

Recorded evaluation configuration: {"Backbone":"CLIP-B/16","Method Category":"Vision Language Model based Methods"}. This record does not assert independent reproduction.

### DynProto

FPR@95: 9.65. Result ID: 69f078fc47f34ce924d69249.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa34a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa34a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Method Category":"Vision Model based Methods"}. This record does not assert independent reproduction.

### CADRef

FPR@95: 13.45. Result ID: 69f078fc47f34ce924d69248.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa34a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77761e209131cea734a1.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Method Category":"Vision Model based Methods"}. This record does not assert independent reproduction.

### GLMCM

FPR@95: 14.82. Result ID: 69f078fc47f34ce924d6924b.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa34a.md>)

Recorded evaluation configuration: {"Backbone":"CLIP-B/16","Method Category":"Vision Language Model based Methods"}. This record does not assert independent reproduction.

### MCM

FPR@95: 15.09. Result ID: 69f078fc47f34ce924d6924a.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa34a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e0a1e209131cea3d9c6.md>)

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

Recorded evaluation configuration: {"Backbone":"CLIP-B/16","Method Category":"Vision Language Model based Methods"}. This record does not assert independent reproduction.

### ASH-S

FPR@95: 16.29. Result ID: 69f078fc47f34ce924d69245.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa34a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f371e209131cea447f1.md>)

[Implementation](<https://andrijazz.github.io/ash>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Method Category":"Vision Model based Methods"}. This record does not assert independent reproduction.

### VIM

FPR@95: 16.84. Result ID: 69f078fc47f34ce924d69247.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa34a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c151e209131cea32091.md>)

[Implementation](<https://github.com/haoqiwang/vim>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Method Category":"Vision Model based Methods"}. This record does not assert independent reproduction.

### NegRefine

FPR@95: 19.72. Result ID: 69f078fc47f34ce924d6924d.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa34a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a1c1e209131cea813fd.md>)

Recorded evaluation configuration: {"Backbone":"CLIP-B/16","Method Category":"Vision Language Model based Methods"}. This record does not assert independent reproduction.

### CSP

FPR@95: 20.22. Result ID: 69f078fc47f34ce924d6924e.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa34a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75351e209131cea666f2.md>)

Recorded evaluation configuration: {"Backbone":"CLIP-B/16","Method Category":"Vision Language Model based Methods"}. This record does not assert independent reproduction.

### DICE

FPR@95: 22.77. Result ID: 69f078fc47f34ce924d69244.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa34a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371c4.md>)

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

Recorded evaluation configuration: {"Backbone":"ResNet50","Method Category":"Vision Model based Methods"}. This record does not assert independent reproduction.

### NegLabel

FPR@95: 23.83. Result ID: 69f078fc47f34ce924d6924c.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa34a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b01e209131cea57e55.md>)

Recorded evaluation configuration: {"Backbone":"CLIP-B/16","Method Category":"Vision Language Model based Methods"}. This record does not assert independent reproduction.

### OptFS

FPR@95: 24.6. Result ID: 69f078fc47f34ce924d69246.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa34a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72121e209131cea544f5.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Method Category":"Vision Model based Methods"}. This record does not assert independent reproduction.

### Energy

FPR@95: 28.24. Result ID: 69f078fc47f34ce924d69242.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa34a.md>)

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

Recorded evaluation configuration: {"Backbone":"ResNet50","Method Category":"Vision Model based Methods"}. This record does not assert independent reproduction.

### MSP

FPR@95: 50.9. Result ID: 69f078fc47f34ce924d69241.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa34a.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":"ResNet50","Method Category":"Vision Model based Methods"}. This record does not assert independent reproduction.

### ReAct

FPR@95: 81.5. Result ID: 69f078fc47f34ce924d69243.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa34a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b4f1e209131cea2d8b5.md>)

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

Recorded evaluation configuration: {"Backbone":"ResNet50","Method Category":"Vision Model based Methods"}. This record does not assert independent reproduction.

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