# Out-of-Distribution Detection on ImageNet LT (test)

Source: [Out-of-Distribution Detection on ImageNet LT (test)](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-lt-test>)

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

Data updated: 2026-02-26T05:26:00.103Z

Evaluation of Out-of-Distribution Detection performance using the test split of the ImageNet LT dataset, reporting metrics such as AUROC, AUPR, FPR95, and Accuracy (ACC).

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) | ImageNet LT (test) |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 26 of 26 |
| 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-imagenet-lt-test.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [AUPR](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-lt-test.md?metric=AUPR>): Higher is better; unit: PERCENT.

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

- [Accuracy](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-lt-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [AP (In)](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-lt-test.md?metric=AP%20(In)>): Higher is better; unit: PERCENT.

- [AP (Out)](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-lt-test.md?metric=AP%20(Out)>): Higher is better; unit: PERCENT.

- [FPR](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-lt-test.md?metric=FPR>): Lower is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| COCL + ImOOD | 75.84 | Not recorded | 68fa757b1e209131cea6843a |
| PASCL + ImOOD | 74.69 | Not recorded | 68fa757b1e209131cea6843a |
| AdaptOD | 74.32 | Not recorded | 68fa75d21e209131cea6a06e |
| COCL | 73.87 | Not recorded | 68fa757b1e209131cea6843a |
| DNE | 73.31 | Not recorded | 68fa75d21e209131cea6a06e |
| COCL | 73.27 | Not recorded | 68fa75d21e209131cea6a06e |
| BERL | 73.12 | Not recorded | 68fa75d21e209131cea6a06e |
| DNE | 73.1 | Not recorded | 68fa75d21e209131cea6a06e |
| COCL | 72.35 | Not recorded | 68fa75d21e209131cea6a06e |
| DNE | 72.04 | Not recorded | 68fa75d21e209131cea6a06e |
| COCL | 71.85 | Not recorded | 68fa75d21e209131cea6a06e |
| BERL | 71.8 | Not recorded | 68fa75d21e209131cea6a06e |
| COCL | 71.79 | Not recorded | 68fa75d21e209131cea6a06e |
| BERL | 71.66 | Not recorded | 68fa75d21e209131cea6a06e |
| BERL | 71.16 | Not recorded | 68fa75d21e209131cea6a06e |
| Class Prior | 70.43 | Not recorded | 68fa75d21e209131cea6a06e |
| EAT | 69.84 | Not recorded | 68fa757b1e209131cea6843a |
| EAT | 69.84 | Not recorded | 68fa75d21e209131cea6a06e |
| EnergyOE | 69.43 | Not recorded | 68fa75d21e209131cea6a06e |
| OE | 68.33 | Not recorded | 68fa75d21e209131cea6a06e |
| PASCL | 68 | Not recorded | 68fa757b1e209131cea6843a |
| PASCL | 68 | Not recorded | 68fa75d21e209131cea6a06e |
| OE | 66.33 | Not recorded | 68fa757b1e209131cea6843a |
| EnergyOE | 64.76 | Not recorded | 68fa757b1e209131cea6843a |
| OECC | 63.07 | Not recorded | 68fa757b1e209131cea6843a |
| MSP | 53.81 | Not recorded | 68fa757b1e209131cea6843a |

### COCL + ImOOD

AUROC: 75.84. Result ID: 6993caf23a6c31484918902e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6843a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6843a.md>)

[Implementation](<https://github.com/alibaba/imood>)

Recorded evaluation configuration: {"Base model":"ResNet50"}. This record does not assert independent reproduction.

### PASCL + ImOOD

AUROC: 74.69. Result ID: 6993caf23a6c31484918902d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6843a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6843a.md>)

[Implementation](<https://github.com/alibaba/imood>)

Recorded evaluation configuration: {"Base model":"ResNet50"}. This record does not assert independent reproduction.

### AdaptOD

AUROC: 74.32. Result ID: 6994001e3a6c3148491a363a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Implementation](<https://github.com/mala-lab/AdaptOD>)

Recorded evaluation configuration: {"Training Method":"DNE","Test Method":"DODA"}. This record does not assert independent reproduction.

### COCL

AUROC: 73.87. Result ID: 6993caf23a6c31484918902c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6843a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa718d1e209131cea51efb.md>)

Recorded evaluation configuration: {"Base model":"ResNet50"}. This record does not assert independent reproduction.

### DNE

AUROC: 73.31. Result ID: 6994001e3a6c3148491a3638.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Implementation](<https://github.com/mala-lab/AdaptOD>)

Recorded evaluation configuration: {"Test Method":"AUTO"}. This record does not assert independent reproduction.

### COCL

AUROC: 73.27. Result ID: 6994001e3a6c3148491a3636.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Implementation](<https://github.com/mala-lab/AdaptOD>)

Recorded evaluation configuration: {"Test Method":"DODA"}. This record does not assert independent reproduction.

### BERL

AUROC: 73.12. Result ID: 6994001e3a6c3148491a3632.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Implementation](<https://github.com/mala-lab/AdaptOD>)

Recorded evaluation configuration: {"Test Method":"DODA"}. This record does not assert independent reproduction.

### DNE

AUROC: 73.1. Result ID: 6994001e3a6c3148491a3639.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Implementation](<https://github.com/mala-lab/AdaptOD>)

Recorded evaluation configuration: {"Test Method":"AdaODD"}. This record does not assert independent reproduction.

### COCL

AUROC: 72.35. Result ID: 6994001e3a6c3148491a3635.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Implementation](<https://github.com/mala-lab/AdaptOD>)

Recorded evaluation configuration: {"Test Method":"AdaODD"}. This record does not assert independent reproduction.

### DNE

AUROC: 72.04. Result ID: 6994001e3a6c3148491a3637.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Implementation](<https://github.com/mala-lab/AdaptOD>)

Recorded evaluation configuration: {"Test Method":"w/o TTA"}. This record does not assert independent reproduction.

### COCL

AUROC: 71.85. Result ID: 6994001e3a6c3148491a3633.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Implementation](<https://github.com/mala-lab/AdaptOD>)

Recorded evaluation configuration: {"Test Method":"w/o TTA"}. This record does not assert independent reproduction.

### BERL

AUROC: 71.8. Result ID: 6994001e3a6c3148491a3631.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Implementation](<https://github.com/mala-lab/AdaptOD>)

Recorded evaluation configuration: {"Test Method":"AdaODD"}. This record does not assert independent reproduction.

### COCL

AUROC: 71.79. Result ID: 6994001e3a6c3148491a3634.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Implementation](<https://github.com/mala-lab/AdaptOD>)

Recorded evaluation configuration: {"Test Method":"AUTO"}. This record does not assert independent reproduction.

### BERL

AUROC: 71.66. Result ID: 6994001e3a6c3148491a3630.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Implementation](<https://github.com/mala-lab/AdaptOD>)

Recorded evaluation configuration: {"Test Method":"AUTO"}. This record does not assert independent reproduction.

### BERL

AUROC: 71.16. Result ID: 6994001e3a6c3148491a362f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Implementation](<https://github.com/mala-lab/AdaptOD>)

Recorded evaluation configuration: {"Test Method":"w/o TTA"}. This record does not assert independent reproduction.

### Class Prior

AUROC: 70.43. Result ID: 6994001e3a6c3148491a362e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EAT

AUROC: 69.84. Result ID: 6993caf23a6c31484918902b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6843a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71721e209131cea514d9.md>)

Recorded evaluation configuration: {"Base model":"ResNet50"}. This record does not assert independent reproduction.

### EAT

AUROC: 69.84. Result ID: 6994001e3a6c3148491a362c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71721e209131cea514d9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EnergyOE

AUROC: 69.43. Result ID: 6994001e3a6c3148491a362b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Implementation](<https://github.com/mala-lab/AdaptOD>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### OE

AUROC: 68.33. Result ID: 6994001e3a6c3148491a362a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Implementation](<https://github.com/mala-lab/AdaptOD>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PASCL

AUROC: 68. Result ID: 6993caf23a6c31484918902a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6843a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cf71e209131cea36eba.md>)

Recorded evaluation configuration: {"Base model":"ResNet50"}. This record does not assert independent reproduction.

### PASCL

AUROC: 68. Result ID: 6994001e3a6c3148491a362d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d21e209131cea6a06e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cf71e209131cea36eba.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### OE

AUROC: 66.33. Result ID: 6993caf23a6c314849189029.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6843a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa654c1e209131cea096af.md>)

[Implementation](<https://github.com/hendrycks/outlier-exposure>)

Recorded evaluation configuration: {"Base model":"ResNet50"}. This record does not assert independent reproduction.

### EnergyOE

AUROC: 64.76. Result ID: 6993caf23a6c314849189028.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6843a.md>)

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

Recorded evaluation configuration: {"Base model":"ResNet50"}. This record does not assert independent reproduction.

### OECC

AUROC: 63.07. Result ID: 6993caf23a6c314849189027.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6843a.md>)

Recorded evaluation configuration: {"Base model":"ResNet50"}. This record does not assert independent reproduction.

### MSP

AUROC: 53.81. Result ID: 6993caf23a6c314849189026.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6843a.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: {"Base model":"ResNet50"}. This record does not assert independent reproduction.

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