# Out-of-Distribution Detection on LSUNr Source: [Out-of-Distribution Detection on LSUNr]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:55.873Z Evaluation of Out-of-Distribution Detection performance using the LSUNr 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) | LSUNr | | 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](): Lower is better; unit: PERCENT. - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | FPR@95 | Result date | Report paper | | --- | --- | --- | --- | | RODD | 4.49 | Not recorded | 68fa6dab1e209131cea3b596 | | OE | 5.59 | Not recorded | 68fa6dab1e209131cea3b596 | | FS | 11.56 | Not recorded | 68fa6dab1e209131cea3b596 | | VOS | 14.62 | Not recorded | 68fa6dab1e209131cea3b596 | | Mahalanobis | 21.23 | Not recorded | 68fa6dab1e209131cea3b596 | | ODIN | 26.52 | Not recorded | 68fa6dab1e209131cea3b596 | | Energy | 27.58 | Not recorded | 68fa6dab1e209131cea3b596 | | RODD | 36.61 | Not recorded | 68fa6dab1e209131cea3b596 | | FS | 40.52 | Not recorded | 68fa6dab1e209131cea3b596 | | Mahalanobis | 42.62 | Not recorded | 68fa6dab1e209131cea3b596 | | MSP | 52.15 | Not recorded | 68fa6dab1e209131cea3b596 | | OE | 69.36 | Not recorded | 68fa6dab1e209131cea3b596 | | MSP | 69.82 | Not recorded | 68fa6dab1e209131cea3b596 | | VOS | 70.58 | Not recorded | 68fa6dab1e209131cea3b596 | | ODIN | 71.96 | Not recorded | 68fa6dab1e209131cea3b596 | | Energy | 79.47 | Not recorded | 68fa6dab1e209131cea3b596 | ### RODD FPR@95: 4.49. Result ID: 698fbc8a3a6c314849fb841d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### OE FPR@95: 5.59. Result ID: 698fbc8a3a6c314849fb841a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### FS FPR@95: 11.56. Result ID: 698fbc8a3a6c314849fb841c. [Reporting paper]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### VOS FPR@95: 14.62. Result ID: 698fbc8a3a6c314849fb841b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### Mahalanobis FPR@95: 21.23. Result ID: 698fbc8a3a6c314849fb8450. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### ODIN FPR@95: 26.52. Result ID: 698fbc8a3a6c314849fb8417. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### Energy FPR@95: 27.58. Result ID: 698fbc8a3a6c314849fb8419. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### RODD FPR@95: 36.61. Result ID: 698fbc8a3a6c314849fb8455. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### FS FPR@95: 40.52. Result ID: 698fbc8a3a6c314849fb8454. [Reporting paper]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### Mahalanobis FPR@95: 42.62. Result ID: 698fbc8a3a6c314849fb8418. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### MSP FPR@95: 52.15. Result ID: 698fbc8a3a6c314849fb8416. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### OE FPR@95: 69.36. Result ID: 698fbc8a3a6c314849fb8452. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### MSP FPR@95: 69.82. Result ID: 698fbc8a3a6c314849fb844e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### VOS FPR@95: 70.58. Result ID: 698fbc8a3a6c314849fb8453. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### ODIN FPR@95: 71.96. Result ID: 698fbc8a3a6c314849fb844f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### Energy FPR@95: 79.47. Result ID: 698fbc8a3a6c314849fb8451. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.