# Out-of-Distribution Detection on TINr Source: [Out-of-Distribution Detection on TINr]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:55.910Z Evaluation of Out-of-Distribution Detection performance using the TINr dataset, measured by metrics such as AUROC and FPR95. 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) | TINr | | 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 | 6.3 | Not recorded | 68fa6dab1e209131cea3b596 | | FS | 9.65 | Not recorded | 68fa6dab1e209131cea3b596 | | OE | 15.67 | Not recorded | 68fa6dab1e209131cea3b596 | | VOS | 28.08 | Not recorded | 68fa6dab1e209131cea3b596 | | RODD | 42.56 | Not recorded | 68fa6dab1e209131cea3b596 | | FS | 44.08 | Not recorded | 68fa6dab1e209131cea3b596 | | Mahalanobis | 44.45 | Not recorded | 68fa6dab1e209131cea3b596 | | ODIN | 49.15 | Not recorded | 68fa6dab1e209131cea3b596 | | Energy | 50.45 | Not recorded | 68fa6dab1e209131cea3b596 | | Mahalanobis | 52.25 | Not recorded | 68fa6dab1e209131cea3b596 | | MSP | 54.24 | Not recorded | 68fa6dab1e209131cea3b596 | | ODIN | 57.34 | Not recorded | 68fa6dab1e209131cea3b596 | | VOS | 73.78 | Not recorded | 68fa6dab1e209131cea3b596 | | Energy | 77.65 | Not recorded | 68fa6dab1e209131cea3b596 | | OE | 78.76 | Not recorded | 68fa6dab1e209131cea3b596 | | MSP | 79.87 | Not recorded | 68fa6dab1e209131cea3b596 | ### RODD FPR@95: 6.3. Result ID: 698fbc8a3a6c314849fb842d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### FS FPR@95: 9.65. Result ID: 698fbc8a3a6c314849fb842c. [Reporting paper]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### OE FPR@95: 15.67. Result ID: 698fbc8a3a6c314849fb842a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### VOS FPR@95: 28.08. Result ID: 698fbc8a3a6c314849fb842b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### RODD FPR@95: 42.56. Result ID: 698fbc8a3a6c314849fb8465. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### FS FPR@95: 44.08. Result ID: 698fbc8a3a6c314849fb8464. [Reporting paper]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### Mahalanobis FPR@95: 44.45. Result ID: 698fbc8a3a6c314849fb8460. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### ODIN FPR@95: 49.15. Result ID: 698fbc8a3a6c314849fb8427. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### Energy FPR@95: 50.45. Result ID: 698fbc8a3a6c314849fb8429. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### Mahalanobis FPR@95: 52.25. Result ID: 698fbc8a3a6c314849fb8428. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### MSP FPR@95: 54.24. Result ID: 698fbc8a3a6c314849fb8426. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID dataset":"CIFAR-10"}. This record does not assert independent reproduction. ### ODIN FPR@95: 57.34. Result ID: 698fbc8a3a6c314849fb845f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### VOS FPR@95: 73.78. Result ID: 698fbc8a3a6c314849fb8463. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### Energy FPR@95: 77.65. Result ID: 698fbc8a3a6c314849fb8461. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### OE FPR@95: 78.76. Result ID: 698fbc8a3a6c314849fb8462. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ID Dataset":"CIFAR-100"}. This record does not assert independent reproduction. ### MSP FPR@95: 79.87. Result ID: 698fbc8a3a6c314849fb845e. [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.