# Far OOD Detection on Texture (test) Source: [Far OOD Detection on Texture (test)]() Collection index: [llms.txt]() Data updated: 2026-04-14T08:03:13.608Z Evaluation of Far Out-of-Distribution (OOD) detection performance on the test split of the Texture dataset, reporting FPR95 and Delta metrics. 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 | Far OOD Detection | | Dataset (including any stated split) | Texture (test) | | Metric | FPR@95 | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 32 of 32 | | 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. - [Delta (Δ)](): Lower is better; unit: SCALAR. ## Recorded results | Method | FPR@95 | Result date | Report paper | | --- | --- | --- | --- | | KgCoOp | 18.3 | Not recorded | 68fa73571e209131cea5bef4 | | LoCoOp | 19.69 | Not recorded | 68fa73571e209131cea5bef4 | | IVLP | 20.25 | Not recorded | 68fa73571e209131cea5bef4 | | KgCoOp | 22.26 | Not recorded | 68fa73571e209131cea5bef4 | | CoCoOp | 23.14 | Not recorded | 68fa73571e209131cea5bef4 | | IVLP | 24.4 | Not recorded | 68fa73571e209131cea5bef4 | | CoCoOp | 26.11 | Not recorded | 68fa73571e209131cea5bef4 | | PromptSRC | 26.9 | Not recorded | 68fa73571e209131cea5bef4 | | ProGrad | 28.67 | Not recorded | 68fa73571e209131cea5bef4 | | CoCoOp | 29.31 | Not recorded | 68fa73571e209131cea5bef4 | | MaPLe | 29.43 | Not recorded | 68fa73571e209131cea5bef4 | | CoOp | 31.39 | Not recorded | 68fa73571e209131cea5bef4 | | LoCoOp | 32.19 | Not recorded | 68fa73571e209131cea5bef4 | | KgCoOp | 33.06 | Not recorded | 68fa73571e209131cea5bef4 | | IVLP | 33.43 | Not recorded | 68fa73571e209131cea5bef4 | | CoOp | 35.02 | Not recorded | 68fa73571e209131cea5bef4 | | MaPLe | 35.2 | Not recorded | 68fa73571e209131cea5bef4 | | PromptSRC | 36.4 | Not recorded | 68fa73571e209131cea5bef4 | | CoCoOp | 36.68 | Not recorded | 68fa73571e209131cea5bef4 | | ProGrad | 36.97 | Not recorded | 68fa73571e209131cea5bef4 | | CoOp | 37.32 | Not recorded | 68fa73571e209131cea5bef4 | | PromptSRC | 37.51 | Not recorded | 68fa73571e209131cea5bef4 | | LoCoOp | 39.95 | Not recorded | 68fa73571e209131cea5bef4 | | MaPLe | 40.47 | Not recorded | 68fa73571e209131cea5bef4 | | ProGrad | 42.31 | Not recorded | 68fa73571e209131cea5bef4 | | CoOp | 43.04 | Not recorded | 68fa73571e209131cea5bef4 | | IVLP | 43.8 | Not recorded | 68fa73571e209131cea5bef4 | | KgCoOp | 46.06 | Not recorded | 68fa73571e209131cea5bef4 | | MaPLe | 47.83 | Not recorded | 68fa73571e209131cea5bef4 | | PromptSRC | 52.59 | Not recorded | 68fa73571e209131cea5bef4 | | ProGrad | 54.27 | Not recorded | 68fa73571e209131cea5bef4 | | LoCoOp | 68.07 | Not recorded | 68fa73571e209131cea5bef4 | ### KgCoOp FPR@95: 18.3. Result ID: 69ddf4be47f34ce924c53a6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"MaxLogit","Variant":"CLS-M"}. This record does not assert independent reproduction. ### LoCoOp FPR@95: 19.69. Result ID: 69ddf4be47f34ce924c53a7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"MaxLogit","Variant":"CLS-M"}. This record does not assert independent reproduction. ### IVLP FPR@95: 20.25. Result ID: 69ddf4be47f34ce924c53a66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"MaxLogit","Variant":"CLS-M"}. This record does not assert independent reproduction. ### KgCoOp FPR@95: 22.26. Result ID: 69ddf4be47f34ce924c53a6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"Energy","Variant":"CLS-E"}. This record does not assert independent reproduction. ### CoCoOp FPR@95: 23.14. Result ID: 69ddf4be47f34ce924c53a62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"MaxLogit","Variant":"CLS-M"}. This record does not assert independent reproduction. ### IVLP FPR@95: 24.4. Result ID: 69ddf4be47f34ce924c53a68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"Energy","Variant":"CLS-E"}. This record does not assert independent reproduction. ### CoCoOp FPR@95: 26.11. Result ID: 69ddf4be47f34ce924c53a61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"MaxLogit","Variant":"Original"}. This record does not assert independent reproduction. ### PromptSRC FPR@95: 26.9. Result ID: 69ddf4be47f34ce924c53a76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"MaxLogit","Variant":"CLS-M"}. This record does not assert independent reproduction. ### ProGrad FPR@95: 28.67. Result ID: 69ddf4be47f34ce924c53a6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"MaxLogit","Variant":"CLS-M"}. This record does not assert independent reproduction. ### CoCoOp FPR@95: 29.31. Result ID: 69ddf4be47f34ce924c53a64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"Energy","Variant":"CLS-E"}. This record does not assert independent reproduction. ### MaPLe FPR@95: 29.43. Result ID: 69ddf4be47f34ce924c53a72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"MaxLogit","Variant":"CLS-M"}. This record does not assert independent reproduction. ### CoOp FPR@95: 31.39. Result ID: 69ddf4be47f34ce924c53a5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"MaxLogit","Variant":"CLS-M"}. This record does not assert independent reproduction. ### LoCoOp FPR@95: 32.19. Result ID: 69ddf4be47f34ce924c53a7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"Energy","Variant":"CLS-E"}. This record does not assert independent reproduction. ### KgCoOp FPR@95: 33.06. Result ID: 69ddf4be47f34ce924c53a69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"MaxLogit","Variant":"Original"}. This record does not assert independent reproduction. ### IVLP FPR@95: 33.43. Result ID: 69ddf4be47f34ce924c53a65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"MaxLogit","Variant":"Original"}. This record does not assert independent reproduction. ### CoOp FPR@95: 35.02. Result ID: 69ddf4be47f34ce924c53a5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"MaxLogit","Variant":"Original"}. This record does not assert independent reproduction. ### MaPLe FPR@95: 35.2. Result ID: 69ddf4be47f34ce924c53a71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"MaxLogit","Variant":"Original"}. This record does not assert independent reproduction. ### PromptSRC FPR@95: 36.4. Result ID: 69ddf4be47f34ce924c53a78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"Energy","Variant":"CLS-E"}. This record does not assert independent reproduction. ### CoCoOp FPR@95: 36.68. Result ID: 69ddf4be47f34ce924c53a63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"Energy","Variant":"Original"}. This record does not assert independent reproduction. ### ProGrad FPR@95: 36.97. Result ID: 69ddf4be47f34ce924c53a70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"Energy","Variant":"CLS-E"}. This record does not assert independent reproduction. ### CoOp FPR@95: 37.32. Result ID: 69ddf4be47f34ce924c53a60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"Energy","Variant":"CLS-E"}. This record does not assert independent reproduction. ### PromptSRC FPR@95: 37.51. Result ID: 69ddf4be47f34ce924c53a75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"MaxLogit","Variant":"Original"}. This record does not assert independent reproduction. ### LoCoOp FPR@95: 39.95. Result ID: 69ddf4be47f34ce924c53a79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"MaxLogit","Variant":"Original"}. This record does not assert independent reproduction. ### MaPLe FPR@95: 40.47. Result ID: 69ddf4be47f34ce924c53a74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"Energy","Variant":"CLS-E"}. This record does not assert independent reproduction. ### ProGrad FPR@95: 42.31. Result ID: 69ddf4be47f34ce924c53a6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"MaxLogit","Variant":"Original"}. This record does not assert independent reproduction. ### CoOp FPR@95: 43.04. Result ID: 69ddf4be47f34ce924c53a5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"Energy","Variant":"Original"}. This record does not assert independent reproduction. ### IVLP FPR@95: 43.8. Result ID: 69ddf4be47f34ce924c53a67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"Energy","Variant":"Original"}. This record does not assert independent reproduction. ### KgCoOp FPR@95: 46.06. Result ID: 69ddf4be47f34ce924c53a6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"Energy","Variant":"Original"}. This record does not assert independent reproduction. ### MaPLe FPR@95: 47.83. Result ID: 69ddf4be47f34ce924c53a73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"Energy","Variant":"Original"}. This record does not assert independent reproduction. ### PromptSRC FPR@95: 52.59. Result ID: 69ddf4be47f34ce924c53a77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"Energy","Variant":"Original"}. This record does not assert independent reproduction. ### ProGrad FPR@95: 54.27. Result ID: 69ddf4be47f34ce924c53a6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"Energy","Variant":"Original"}. This record does not assert independent reproduction. ### LoCoOp FPR@95: 68.07. Result ID: 69ddf4be47f34ce924c53a7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scoring Function":"Energy","Variant":"Original"}. This record does not assert independent reproduction. Page 1 of 1. 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