# Out-of-distribution detection on CIFAR10 (ID) vs LSUN-Crop (OOD) (test) Source: [Out-of-distribution detection on CIFAR10 (ID) vs LSUN-Crop (OOD) (test)]() Collection index: [llms.txt]() Data updated: 2026-03-18T07:54:26.495Z Evaluation of Out-of-Distribution Detection performance using CIFAR-10 as the in-distribution dataset and LSUN-Crop as the out-of-distribution dataset, evaluated on the test split. 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) | CIFAR10 (ID) LSUN-Crop (OOD) (test) | | Metric | FPR@95 | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 27 of 27 | | 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](): Lower is better; unit: PERCENT. - [AUROC](): Higher is better; unit: PERCENT. - [AUPR](): Higher is better; unit: PERCENT. ## Recorded results | Method | FPR@95 | Result date | Report paper | | --- | --- | --- | --- | | DICE | 0.26 | Not recorded | 68fa703c1e209131cea49d4a | | GradOrth | 0.81 | Not recorded | 68fa703c1e209131cea49d4a | | ASH-S | 0.9 | Not recorded | 68fa703c1e209131cea49d4a | | GradNorm | 1.03 | Not recorded | 68fa703c1e209131cea49d4a | | VRA-P | 1.32 | Not recorded | 68fa703c1e209131cea49d4a | | ASH-B | 2.52 | Not recorded | 68fa703c1e209131cea49d4a | | ASH-P | 2.82 | Not recorded | 68fa703c1e209131cea49d4a | | Energy score | 3.81 | Not recorded | 68fa703c1e209131cea49d4a | | ODIN | 4.7 | Not recorded | 68fa703c1e209131cea49d4a | | ReAct | 5.96 | Not recorded | 68fa703c1e209131cea49d4a | | Clipped HNNs | 9.48 | Not recorded | 68fa6c811e209131cea3462d | | Vanilla HNN | 22.22 | Not recorded | 68fa6c811e209131cea3462d | | Clipped HNN | 23.87 | Not recorded | 68fa6c811e209131cea3462d | | Vanilla HNNs | 24.78 | Not recorded | 68fa6c811e209131cea3462d | | FedSDWC | 32.61 | Not recorded | 691565e80052cac1dc65d6ed | | Softmax score | 33.57 | Not recorded | 68fa703c1e209131cea49d4a | | FOSTER | 47.4 | Not recorded | 691565e80052cac1dc65d6ed | | FedICON | 48.22 | Not recorded | 691565e80052cac1dc65d6ed | | FedATOL | 49.5 | Not recorded | 691565e80052cac1dc65d6ed | | FedLN | 56.14 | Not recorded | 691565e80052cac1dc65d6ed | | Mahalanobis | 56.55 | Not recorded | 68fa703c1e209131cea49d4a | | FedTHE | 58.14 | Not recorded | 691565e80052cac1dc65d6ed | | PerAda | 69.35 | Not recorded | 691565e80052cac1dc65d6ed | | FedIIR | 79.48 | Not recorded | 691565e80052cac1dc65d6ed | | FedAvg | 83.41 | Not recorded | 691565e80052cac1dc65d6ed | | ENN | 96.18 | Not recorded | 68fa6c811e209131cea3462d | | ENNs | 98.18 | Not recorded | 68fa6c811e209131cea3462d | ### DICE FPR@95: 0.26. Result ID: 69910ef33a6c314849055e5d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet","In-Distribution Dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### GradOrth FPR@95: 0.81. Result ID: 69910ef33a6c314849055e61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DenseNet","In-Distribution Dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### ASH-S FPR@95: 0.9. Result ID: 69910ef33a6c314849055e60. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet","In-Distribution Dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### GradNorm FPR@95: 1.03. Result ID: 69910ef33a6c314849055e5a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet","In-Distribution Dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### VRA-P FPR@95: 1.32. Result ID: 69910ef33a6c314849055e5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet","In-Distribution Dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### ASH-B FPR@95: 2.52. Result ID: 69910ef33a6c314849055e5f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet","In-Distribution Dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### ASH-P FPR@95: 2.82. Result ID: 69910ef33a6c314849055e5e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet","In-Distribution Dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### Energy score FPR@95: 3.81. Result ID: 69910ef33a6c314849055e59. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet","In-Distribution Dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### ODIN FPR@95: 4.7. Result ID: 69910ef33a6c314849055e57. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet","In-Distribution Dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### ReAct FPR@95: 5.96. Result ID: 69910ef33a6c314849055e5b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet","In-Distribution Dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### Clipped HNNs FPR@95: 9.48. Result ID: 698f1d503a6c314849f5e885. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Score":"Energy score"}. This record does not assert independent reproduction. ### Vanilla HNN FPR@95: 22.22. Result ID: 698f1d503a6c314849f5e84f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring function":"softmax score"}. This record does not assert independent reproduction. ### Clipped HNN FPR@95: 23.87. Result ID: 698f1d503a6c314849f5e851. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring function":"softmax score"}. This record does not assert independent reproduction. ### Vanilla HNNs FPR@95: 24.78. Result ID: 698f1d503a6c314849f5e887. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Score":"Energy score"}. This record does not assert independent reproduction. ### FedSDWC FPR@95: 32.61. Result ID: 69ba5a1947f34ce924a3fc5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.1"}. This record does not assert independent reproduction. ### Softmax score FPR@95: 33.57. Result ID: 69910ef33a6c314849055e56. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet","In-Distribution Dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### FOSTER FPR@95: 47.4. Result ID: 69ba5a1947f34ce924a3fc55. [Reporting paper]() Recorded evaluation configuration: {"alpha":"0.1"}. This record does not assert independent reproduction. ### FedICON FPR@95: 48.22. Result ID: 69ba5a1947f34ce924a3fc59. [Reporting paper]() Recorded evaluation configuration: {"alpha":"0.1"}. This record does not assert independent reproduction. ### FedATOL FPR@95: 49.5. Result ID: 69ba5a1947f34ce924a3fc56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.1"}. This record does not assert independent reproduction. ### FedLN FPR@95: 56.14. Result ID: 69ba5a1947f34ce924a3fc54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.1"}. This record does not assert independent reproduction. ### Mahalanobis FPR@95: 56.55. Result ID: 69910ef33a6c314849055e58. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet","In-Distribution Dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### FedTHE FPR@95: 58.14. Result ID: 69ba5a1947f34ce924a3fc58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.1"}. This record does not assert independent reproduction. ### PerAda FPR@95: 69.35. Result ID: 69ba5a1947f34ce924a3fc5a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":"0.1"}. This record does not assert independent reproduction. ### FedIIR FPR@95: 79.48. Result ID: 69ba5a1947f34ce924a3fc57. [Reporting paper]() Recorded evaluation configuration: {"alpha":"0.1"}. This record does not assert independent reproduction. ### FedAvg FPR@95: 83.41. Result ID: 69ba5a1947f34ce924a3fc53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.1"}. This record does not assert independent reproduction. ### ENN FPR@95: 96.18. Result ID: 698f1d503a6c314849f5e850. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring function":"softmax score"}. This record does not assert independent reproduction. ### ENNs FPR@95: 98.18. Result ID: 698f1d503a6c314849f5e886. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Score":"Energy score"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.