# OOD Detection on ImageNet-Sketch ID Four-OOD Source: [OOD Detection on ImageNet-Sketch ID Four-OOD]() Collection index: [llms.txt]() Data updated: 2026-05-12T16:41:23.498Z Evaluation of Out-of-Distribution (OOD) detection performance using the ImageNet-Sketch ID Four-OOD dataset, reporting 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 | OOD Detection | | Dataset (including any stated split) | ImageNet-Sketch ID Four-OOD | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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 - [AUROC](): Higher is better; unit: PERCENT. - [FPR@95](): Lower is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | TINS | 99.56 | Not recorded | 6a02b4addbc836b87d824f1c | | InterNeg | 96.59 | Not recorded | 6a02b4addbc836b87d824f1c | | CSP | 95.34 | Not recorded | 6a02b4addbc836b87d824f1c | | NegLabel | 93.59 | Not recorded | 6a02b4addbc836b87d824f1c | ### TINS AUROC: 99.56. Result ID: 6a03581a47f34ce924e8e279. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ID image prototypes":"4 images per class"}. This record does not assert independent reproduction. ### InterNeg AUROC: 96.59. Result ID: 6a03581a47f34ce924e8e278. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ID image prototypes":"4 images per class"}. This record does not assert independent reproduction. ### CSP AUROC: 95.34. Result ID: 6a03581a47f34ce924e8e277. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ID image prototypes":"4 images per class"}. This record does not assert independent reproduction. ### NegLabel AUROC: 93.59. Result ID: 6a03581a47f34ce924e8e276. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ID image prototypes":"4 images per class"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.