# One-class OOD detection on CIFAR-10 one-class v1 Source: [One-class OOD detection on CIFAR-10 one-class v1]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:38:26.528Z Evaluation of One-class Out-of-Distribution (OOD) detection performance using the specific CIFAR-10 one-class v1 dataset variant, reporting metrics averaged across the 10 in-distribution classes. 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 | One-class OOD detection | | Dataset (including any stated split) | CIFAR-10 one-class v1 | | Metric | CIFAR-10 Plane Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [CIFAR-10 Plane Score](): Higher is better; unit: PERCENT. - [CIFAR-10 Car Score](): Higher is better; unit: PERCENT. - [CIFAR-10 Bird Score](): Higher is better; unit: PERCENT. - [CIFAR-10 Cat Score](): Higher is better; unit: PERCENT. - [CIFAR-10 Deer Score](): Higher is better; unit: PERCENT. - [CIFAR-10 Dog Score](): Higher is better; unit: PERCENT. - [CIFAR-10 Frog Score](): Higher is better; unit: PERCENT. - [CIFAR-10 Horse Score](): Higher is better; unit: PERCENT. - [CIFAR-10 Ship Score](): Higher is better; unit: PERCENT. - [CIFAR-10 Truck Score](): Higher is better; unit: PERCENT. - [Average CIFAR-10 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | CIFAR-10 Plane Score | Result date | Report paper | | --- | --- | --- | --- | | MOOD | 98.6 | Not recorded | 68fa6f031e209131cea43353 | | CSI (SOTA) | 89.9 | Not recorded | 68fa6f031e209131cea43353 | | Rot-Trans | 77.5 | Not recorded | 68fa6f031e209131cea43353 | | GOAD | 77.2 | Not recorded | 68fa6f031e209131cea43353 | | OCGAN | 75.7 | Not recorded | 68fa6f031e209131cea43353 | | Geom | 74.7 | Not recorded | 68fa6f031e209131cea43353 | | Rot | 71.9 | Not recorded | 68fa6f031e209131cea43353 | | AnoGAN | 67.1 | Not recorded | 68fa6f031e209131cea43353 | | OC-SVM | 65.6 | Not recorded | 68fa6f031e209131cea43353 | | DeepSVDD | 61.7 | Not recorded | 68fa6f031e209131cea43353 | ### MOOD CIFAR-10 Plane Score: 98.6. Result ID: 69908d713a6c3148490164da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CSI (SOTA) CIFAR-10 Plane Score: 89.9. Result ID: 69908d713a6c3148490164d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Rot-Trans CIFAR-10 Plane Score: 77.5. Result ID: 69908d713a6c3148490164d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GOAD CIFAR-10 Plane Score: 77.2. Result ID: 69908d713a6c3148490164d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OCGAN CIFAR-10 Plane Score: 75.7. Result ID: 69908d713a6c3148490164d4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Geom CIFAR-10 Plane Score: 74.7. Result ID: 69908d713a6c3148490164d5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Rot CIFAR-10 Plane Score: 71.9. Result ID: 69908d713a6c3148490164d6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AnoGAN CIFAR-10 Plane Score: 67.1. Result ID: 69908d713a6c3148490164d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OC-SVM CIFAR-10 Plane Score: 65.6. Result ID: 69908d713a6c3148490164d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepSVDD CIFAR-10 Plane Score: 61.7. Result ID: 69908d713a6c3148490164d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.