# OOD Detection on OpenOOD (Near-OOD) Source: [OOD Detection on OpenOOD (Near-OOD)]() Collection index: [llms.txt]() Data updated: 2026-05-12T16:41:23.414Z Evaluation of Out-of-Distribution (OOD) detection performance using the Near-OOD configuration of the OpenOOD benchmark suite, 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) | OpenOOD (Near-OOD) | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 | | --- | --- | --- | --- | | Ours | 88.36 | Not recorded | 6a02b4addbc836b87d824f1c | | OE + MSP | 88.3 | Not recorded | 6a02b4addbc836b87d824f1c | | InterNeg | 85.45 | Not recorded | 6a02b4addbc836b87d824f1c | | AdaNeg | 84.6 | Not recorded | 6a02b4addbc836b87d824f1c | | TINS | 82.65 | Not recorded | 6a02b4addbc836b87d824f1c | | LAPT | 82.63 | Not recorded | 6a02b4addbc836b87d824f1c | | InterNeg | 82.2 | Not recorded | 6a02b4addbc836b87d824f1c | | AugMix + ASH | 82.16 | Not recorded | 6a02b4addbc836b87d824f1c | | SCALE | 81.36 | Not recorded | 6a02b4addbc836b87d824f1c | | GEN | 81.31 | Not recorded | 6a02b4addbc836b87d824f1c | | SCALE | 80.99 | Not recorded | 6a02b4addbc836b87d824f1c | | VOS + EBO | 80.93 | Not recorded | 6a02b4addbc836b87d824f1c | | AugMix + ReAct | 79.94 | Not recorded | 6a02b4addbc836b87d824f1c | | AdaNeg | 76.7 | Not recorded | 6a02b4addbc836b87d824f1c | | NegLabel | 75.18 | Not recorded | 6a02b4addbc836b87d824f1c | | MCM | 71 | Not recorded | 6a02b4addbc836b87d824f1c | | NegLabel | 70.58 | Not recorded | 6a02b4addbc836b87d824f1c | | MCM | 60.11 | Not recorded | 6a02b4addbc836b87d824f1c | ### Ours AUROC: 88.36. Result ID: 6a03581a47f34ce924e8e254. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CLIP ViT-B/16","Training Setting":"Zero-shot methods (no training on ID or extra data)"}. This record does not assert independent reproduction. ### OE + MSP AUROC: 88.3. Result ID: 6a03581a47f34ce924e8e24f. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"CLIP ViT-B/16","Training Setting":"Requires training on ID or extra data"}. This record does not assert independent reproduction. ### InterNeg AUROC: 85.45. Result ID: 6a03581a47f34ce924e8e253. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CLIP ViT-B/16","Training Setting":"Zero-shot methods (no training on ID or extra data)"}. This record does not assert independent reproduction. ### AdaNeg AUROC: 84.6. Result ID: 6a03581a47f34ce924e8e252. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"CLIP ViT-B/16","Training Setting":"Zero-shot methods (no training on ID or extra data)"}. This record does not assert independent reproduction. ### TINS AUROC: 82.65. Result ID: 6a03581a47f34ce924e8e242. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Test-time adaptation methods"}. This record does not assert independent reproduction. ### LAPT AUROC: 82.63. Result ID: 6a03581a47f34ce924e8e23d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Methods requiring training on ID or extra data"}. This record does not assert independent reproduction. ### InterNeg AUROC: 82.2. Result ID: 6a03581a47f34ce924e8e241. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Test-time adaptation methods"}. This record does not assert independent reproduction. ### AugMix + ASH AUROC: 82.16. Result ID: 6a03581a47f34ce924e8e23c. [Reporting paper]() Recorded evaluation configuration: {"Category":"Methods requiring training on ID or extra data"}. This record does not assert independent reproduction. ### SCALE AUROC: 81.36. Result ID: 6a03581a47f34ce924e8e23b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Methods requiring training on ID or extra data"}. This record does not assert independent reproduction. ### GEN AUROC: 81.31. Result ID: 6a03581a47f34ce924e8e24c. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"CLIP ViT-B/16","Training Setting":"Requires training on ID or extra data"}. This record does not assert independent reproduction. ### SCALE AUROC: 80.99. Result ID: 6a03581a47f34ce924e8e24e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"CLIP ViT-B/16","Training Setting":"Requires training on ID or extra data"}. This record does not assert independent reproduction. ### VOS + EBO AUROC: 80.93. Result ID: 6a03581a47f34ce924e8e24d. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"CLIP ViT-B/16","Training Setting":"Requires training on ID or extra data"}. This record does not assert independent reproduction. ### AugMix + ReAct AUROC: 79.94. Result ID: 6a03581a47f34ce924e8e23a. [Reporting paper]() Recorded evaluation configuration: {"Category":"Methods requiring training on ID or extra data"}. This record does not assert independent reproduction. ### AdaNeg AUROC: 76.7. Result ID: 6a03581a47f34ce924e8e240. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Test-time adaptation methods"}. This record does not assert independent reproduction. ### NegLabel AUROC: 75.18. Result ID: 6a03581a47f34ce924e8e23f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Training-free & non-adaptive methods"}. This record does not assert independent reproduction. ### MCM AUROC: 71. Result ID: 6a03581a47f34ce924e8e250. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"CLIP ViT-B/16","Training Setting":"Zero-shot methods (no training on ID or extra data)"}. This record does not assert independent reproduction. ### NegLabel AUROC: 70.58. Result ID: 6a03581a47f34ce924e8e251. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CLIP ViT-B/16","Training Setting":"Zero-shot methods (no training on ID or extra data)"}. This record does not assert independent reproduction. ### MCM AUROC: 60.11. Result ID: 6a03581a47f34ce924e8e23e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Training-free & non-adaptive methods"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.