# Out-of-Distribution Detection on CIFAR-100 vs LSUN R

Source: [Out-of-Distribution Detection on CIFAR-100 vs LSUN R](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-cifar-100-vs-lsun-r>)

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

Data updated: 2026-04-28T09:08:27.747Z

Evaluation of Out-of-Distribution Detection performance where CIFAR-100 serves as the in-distribution dataset and LSUN R serves as the out-of-distribution dataset.

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-100 vs LSUN R |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 28 of 28 |
| 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

- [AUROC](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-cifar-100-vs-lsun-r.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [TNR @ TPR 95%](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-cifar-100-vs-lsun-r.md?metric=TNR%20%40%20TPR%2095%25>): Higher is better; unit: PERCENT.

- [Acc (Detection)](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-cifar-100-vs-lsun-r.md?metric=Acc%20(Detection)>): Higher is better; unit: PERCENT.

- [FPR @ TPR 95%](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-cifar-100-vs-lsun-r.md?metric=FPR%20%40%20TPR%2095%25>): Lower is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| DynProto | 99.9 | Not recorded | 69f03f5155a3c32af89fa34a |
| Ours | 99.3 | Not recorded | 68fa66e31e209131cea12d95 |
| Ours | 99.2 | Not recorded | 68fa66e31e209131cea12d95 |
| DynProto | 98.97 | Not recorded | 69f03f5155a3c32af89fa34a |
| Mahalanobis | 98.2 | Not recorded | 68fa66e31e209131cea12d95 |
| Mahalanobis | 98 | Not recorded | 68fa66e31e209131cea12d95 |
| AdaND | 96.75 | Not recorded | 69f03f5155a3c32af89fa34a |
| VIM | 95.5 | Not recorded | 69f03f5155a3c32af89fa34a |
| GAIA-Z | 94.66 | Not recorded | 68fa78bd1e209131cea7a2c2 |
| CADRef | 90.26 | Not recorded | 69f03f5155a3c32af89fa34a |
| Revisited PCA | 90.04 | Not recorded | 68fa78bd1e209131cea7a2c2 |
| CSP | 89.81 | Not recorded | 69f03f5155a3c32af89fa34a |
| ASH-S | 89.54 | Not recorded | 69f03f5155a3c32af89fa34a |
| DICE | 88.23 | Not recorded | 69f03f5155a3c32af89fa34a |
| NegLabel | 88.11 | Not recorded | 69f03f5155a3c32af89fa34a |
| FA | 87.86 | Not recorded | 69f03f5155a3c32af89fa34a |
| LoCoOp | 87.75 | Not recorded | 69f03f5155a3c32af89fa34a |
| ReAct | 86.44 | Not recorded | 69f03f5155a3c32af89fa34a |
| ODIN | 85.6 | Not recorded | 68fa66e31e209131cea12d95 |
| ODIN | 85.5 | Not recorded | 68fa66e31e209131cea12d95 |
| NegRefine | 85.41 | Not recorded | 69f03f5155a3c32af89fa34a |
| OptFS | 83.61 | Not recorded | 69f03f5155a3c32af89fa34a |
| CoOp | 83.6 | Not recorded | 69f03f5155a3c32af89fa34a |
| MCM | 82.26 | Not recorded | 69f03f5155a3c32af89fa34a |
| Energy | 77.77 | Not recorded | 69f03f5155a3c32af89fa34a |
| Baseline | 75.8 | Not recorded | 68fa66e31e209131cea12d95 |
| Baseline | 70.8 | Not recorded | 68fa66e31e209131cea12d95 |
| MSP | 67.13 | Not recorded | 69f03f5155a3c32af89fa34a |

### DynProto

AUROC: 99.9. Result ID: 69f078fc47f34ce924d69395.

[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":"DenseNet-101","External Text":"False"}. This record does not assert independent reproduction.

### Ours

AUROC: 99.3. Result ID: 698d0e468b517eb4331ea887.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66e31e209131cea12d95.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66e31e209131cea12d95.md>)

[Implementation](<https://github.com/VectorInstitute/gram-ood-detection>)

Recorded evaluation configuration: {"Model Architecture":"DenseNet"}. This record does not assert independent reproduction.

### Ours

AUROC: 99.2. Result ID: 698d0e468b517eb4331ea883.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66e31e209131cea12d95.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66e31e209131cea12d95.md>)

[Implementation](<https://github.com/VectorInstitute/gram-ood-detection>)

Recorded evaluation configuration: {"Model Architecture":"ResNet"}. This record does not assert independent reproduction.

### DynProto

AUROC: 98.97. Result ID: 69f078fc47f34ce924d6939e.

[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","External Text":"False"}. This record does not assert independent reproduction.

### Mahalanobis

AUROC: 98.2. Result ID: 698d0e468b517eb4331ea882.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66e31e209131cea12d95.md>)

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

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

Recorded evaluation configuration: {"Model Architecture":"ResNet"}. This record does not assert independent reproduction.

### Mahalanobis

AUROC: 98. Result ID: 698d0e468b517eb4331ea886.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66e31e209131cea12d95.md>)

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

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

Recorded evaluation configuration: {"Model Architecture":"DenseNet"}. This record does not assert independent reproduction.

### AdaND

AUROC: 96.75. Result ID: 69f078fc47f34ce924d6939a.

[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","External Text":"False"}. This record does not assert independent reproduction.

### VIM

AUROC: 95.5. Result ID: 69f078fc47f34ce924d69394.

[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":"DenseNet-101","External Text":"False"}. This record does not assert independent reproduction.

### GAIA-Z

AUROC: 94.66. Result ID: 69a7e4d76dbb7075b94c8841.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78bd1e209131cea7a2c2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ce1e209131cea530aa.md>)

[Implementation](<https://github.com/JGEthanChen/GAIA-OOD>)

Recorded evaluation configuration: {"Architecture":"ResNet-34 (TIMM)","Labels":"false"}. This record does not assert independent reproduction.

### CADRef

AUROC: 90.26. Result ID: 69f078fc47f34ce924d69393.

[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":"DenseNet-101","External Text":"False"}. This record does not assert independent reproduction.

### Revisited PCA

AUROC: 90.04. Result ID: 69a7e4d76dbb7075b94c8840.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78bd1e209131cea7a2c2.md>)

Recorded evaluation configuration: {"Architecture":"ResNetV2-50 (BiT-M)","Labels":"false"}. This record does not assert independent reproduction.

### CSP

AUROC: 89.81. Result ID: 69f078fc47f34ce924d6939c.

[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","External Text":"True"}. This record does not assert independent reproduction.

### ASH-S

AUROC: 89.54. Result ID: 69f078fc47f34ce924d69391.

[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":"DenseNet-101","External Text":"False"}. This record does not assert independent reproduction.

### DICE

AUROC: 88.23. Result ID: 69f078fc47f34ce924d69390.

[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":"DenseNet-101","External Text":"False"}. This record does not assert independent reproduction.

### NegLabel

AUROC: 88.11. Result ID: 69f078fc47f34ce924d6939b.

[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","External Text":"True"}. This record does not assert independent reproduction.

### FA

AUROC: 87.86. Result ID: 69f078fc47f34ce924d69399.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea89881.md>)

Recorded evaluation configuration: {"Backbone":"CLIP-B/16","External Text":"False"}. This record does not assert independent reproduction.

### LoCoOp

AUROC: 87.75. Result ID: 69f078fc47f34ce924d69398.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e390.md>)

Recorded evaluation configuration: {"Backbone":"CLIP-B/16","External Text":"False"}. This record does not assert independent reproduction.

### ReAct

AUROC: 86.44. Result ID: 69f078fc47f34ce924d6938f.

[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":"DenseNet-101","External Text":"False"}. This record does not assert independent reproduction.

### ODIN

AUROC: 85.6. Result ID: 698d0e468b517eb4331ea881.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66e31e209131cea12d95.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684a1e209131cea1b26f.md>)

[Implementation](<https://github.com/facebookresearch/odin>)

Recorded evaluation configuration: {"Model Architecture":"ResNet"}. This record does not assert independent reproduction.

### ODIN

AUROC: 85.5. Result ID: 698d0e468b517eb4331ea885.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66e31e209131cea12d95.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684a1e209131cea1b26f.md>)

[Implementation](<https://github.com/facebookresearch/odin>)

Recorded evaluation configuration: {"Model Architecture":"DenseNet"}. This record does not assert independent reproduction.

### NegRefine

AUROC: 85.41. Result ID: 69f078fc47f34ce924d6939d.

[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","External Text":"True"}. This record does not assert independent reproduction.

### OptFS

AUROC: 83.61. Result ID: 69f078fc47f34ce924d69392.

[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":"DenseNet-101","External Text":"False"}. This record does not assert independent reproduction.

### CoOp

AUROC: 83.6. Result ID: 69f078fc47f34ce924d69397.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8b1e209131cea3a814.md>)

[Implementation](<https://github.com/KaiyangZhou/CoOp>)

Recorded evaluation configuration: {"Backbone":"CLIP-B/16","External Text":"False"}. This record does not assert independent reproduction.

### MCM

AUROC: 82.26. Result ID: 69f078fc47f34ce924d69396.

[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","External Text":"False"}. This record does not assert independent reproduction.

### Energy

AUROC: 77.77. Result ID: 69f078fc47f34ce924d6938e.

[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":"DenseNet-101","External Text":"False"}. This record does not assert independent reproduction.

### Baseline

AUROC: 75.8. Result ID: 698d0e468b517eb4331ea880.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66e31e209131cea12d95.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: {"Model Architecture":"ResNet"}. This record does not assert independent reproduction.

### Baseline

AUROC: 70.8. Result ID: 698d0e468b517eb4331ea884.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66e31e209131cea12d95.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: {"Model Architecture":"DenseNet"}. This record does not assert independent reproduction.

### MSP

AUROC: 67.13. Result ID: 69f078fc47f34ce924d6938d.

[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":"DenseNet-101","External Text":"False"}. This record does not assert independent reproduction.

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