# Out-of-Distribution Detection on TINc Source: [Out-of-Distribution Detection on TINc]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:55.891Z Evaluation of Out-of-Distribution Detection performance using the TINc dataset, reporting metrics such as FPR95 and AUROC. 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) | TINc | | 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 | 10.29 | Not recorded | 68fa6dab1e209131cea3b596 | | VOS | 11.76 | Not recorded | 68fa6dab1e209131cea3b596 | | FS | 11.76 | Not recorded | 68fa6dab1e209131cea3b596 | | FS | 12.45 | Not recorded | 68fa6dab1e209131cea3b596 | | OE | 13.45 | Not recorded | 68fa6dab1e209131cea3b596 | | Energy | 35.69 | Not recorded | 68fa6dab1e209131cea3b596 | | ODIN | 36.75 | Not recorded | 68fa6dab1e209131cea3b596 | | Mahalanobis | 42.75 | Not recorded | 68fa6dab1e209131cea3b596 | | Mahalanobis | 43.45 | Not recorded | 68fa6dab1e209131cea3b596 | | RODD | 44.42 | Not recorded | 68fa6dab1e209131cea3b596 | | ODIN | 45.55 | Not recorded | 68fa6dab1e209131cea3b596 | | OE | 46.75 | Not recorded | 68fa6dab1e209131cea3b596 | | VOS | 47.16 | Not recorded | 68fa6dab1e209131cea3b596 | | MSP | 53.15 | Not recorded | 68fa6dab1e209131cea3b596 | | Energy | 68.85 | Not recorded | 68fa6dab1e209131cea3b596 | | MSP | 79.95 | Not recorded | 68fa6dab1e209131cea3b596 | ### RODD FPR@95: 10.29. Result ID: 698fbc8a3a6c314849fb8425. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### VOS FPR@95: 11.76. Result ID: 698fbc8a3a6c314849fb8423. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### FS FPR@95: 11.76. Result ID: 698fbc8a3a6c314849fb845c. [Reporting paper]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### FS FPR@95: 12.45. Result ID: 698fbc8a3a6c314849fb8424. [Reporting paper]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### OE FPR@95: 13.45. Result ID: 698fbc8a3a6c314849fb8422. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### Energy FPR@95: 35.69. Result ID: 698fbc8a3a6c314849fb8421. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### ODIN FPR@95: 36.75. Result ID: 698fbc8a3a6c314849fb841f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### Mahalanobis FPR@95: 42.75. Result ID: 698fbc8a3a6c314849fb8420. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### Mahalanobis FPR@95: 43.45. Result ID: 698fbc8a3a6c314849fb8458. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### RODD FPR@95: 44.42. Result ID: 698fbc8a3a6c314849fb845d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### ODIN FPR@95: 45.55. Result ID: 698fbc8a3a6c314849fb8457. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### OE FPR@95: 46.75. Result ID: 698fbc8a3a6c314849fb845a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### VOS FPR@95: 47.16. Result ID: 698fbc8a3a6c314849fb845b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### MSP FPR@95: 53.15. Result ID: 698fbc8a3a6c314849fb841e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### Energy FPR@95: 68.85. Result ID: 698fbc8a3a6c314849fb8459. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### MSP FPR@95: 79.95. Result ID: 698fbc8a3a6c314849fb8456. [Reporting paper]() [Method origin paper]() [Implementation]() 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.