# Out-of-Distribution Detection on CIFAR-100 (ID) vs Places365 (Far-OOD) (OpenOOD v1.5 Test) Source: [Out-of-Distribution Detection on CIFAR-100 (ID) vs Places365 (Far-OOD) (OpenOOD v1.5 Test)]() Collection index: [llms.txt]() Data updated: 2026-04-30T07:24:26.135Z Evaluation of Out-of-Distribution Detection performance using CIFAR-100 as the in-distribution dataset and Places365 as the far out-of-distribution dataset, specifically under the OpenOOD v1.5 framework configuration on the test split. Metrics include FPR95 and AUROC. 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) | OpenOOD CIFAR-100 (ID) Places365 (Far-OOD) v1.5 (test) | | 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 | | --- | --- | --- | --- | | GradNorm | 44.07 | Not recorded | 69f2e22e55a3c32af89fc781 | | ViM | 46.51 | Not recorded | 69f2e22e55a3c32af89fc781 | | SHE | 46.96 | Not recorded | 69f2e22e55a3c32af89fc781 | | ReAct | 47.42 | Not recorded | 69f2e22e55a3c32af89fc781 | | RMDS | 49.79 | Not recorded | 69f2e22e55a3c32af89fc781 | | KNN | 50.66 | Not recorded | 69f2e22e55a3c32af89fc781 | | EPD | 52.44 | Not recorded | 69f2e22e55a3c32af89fc781 | | MDS | 56.47 | Not recorded | 69f2e22e55a3c32af89fc781 | | EBO | 64.07 | Not recorded | 69f2e22e55a3c32af89fc781 | | MLS | 64.07 | Not recorded | 69f2e22e55a3c32af89fc781 | | TempScale | 64.19 | Not recorded | 69f2e22e55a3c32af89fc781 | | GEN | 64.43 | Not recorded | 69f2e22e55a3c32af89fc781 | | MSP | 64.56 | Not recorded | 69f2e22e55a3c32af89fc781 | | DICE | 65.11 | Not recorded | 69f2e22e55a3c32af89fc781 | | OpenMax | 66.2 | Not recorded | 69f2e22e55a3c32af89fc781 | | ASH | 91.72 | Not recorded | 69f2e22e55a3c32af89fc781 | ### GradNorm FPR@95: 44.07. Result ID: 69f303a547f34ce924d910ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained Model":"google/vit-base-patch16-224-in21k","ID Accuracy":"84.78%","Evaluation Protocol":"fine-tuned"}. This record does not assert independent reproduction. ### ViM FPR@95: 46.51. Result ID: 69f303a547f34ce924d910b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained Model":"google/vit-base-patch16-224-in21k","ID Accuracy":"84.78%","Evaluation Protocol":"fine-tuned"}. This record does not assert independent reproduction. ### SHE FPR@95: 46.96. Result ID: 69f303a547f34ce924d910b6. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained Model":"google/vit-base-patch16-224-in21k","ID Accuracy":"84.78%","Evaluation Protocol":"fine-tuned"}. This record does not assert independent reproduction. ### ReAct FPR@95: 47.42. Result ID: 69f303a547f34ce924d910b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained Model":"google/vit-base-patch16-224-in21k","ID Accuracy":"84.78%","Evaluation Protocol":"fine-tuned"}. This record does not assert independent reproduction. ### RMDS FPR@95: 49.79. Result ID: 69f303a547f34ce924d910b5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained Model":"google/vit-base-patch16-224-in21k","ID Accuracy":"84.78%","Evaluation Protocol":"fine-tuned"}. This record does not assert independent reproduction. ### KNN FPR@95: 50.66. Result ID: 69f303a547f34ce924d910af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained Model":"google/vit-base-patch16-224-in21k","ID Accuracy":"84.78%","Evaluation Protocol":"fine-tuned"}. This record does not assert independent reproduction. ### EPD FPR@95: 52.44. Result ID: 69f303a547f34ce924d910b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained Model":"google/vit-base-patch16-224-in21k","ID Accuracy":"84.78%","Evaluation Protocol":"fine-tuned"}. This record does not assert independent reproduction. ### MDS FPR@95: 56.47. Result ID: 69f303a547f34ce924d910b0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained Model":"google/vit-base-patch16-224-in21k","ID Accuracy":"84.78%","Evaluation Protocol":"fine-tuned"}. This record does not assert independent reproduction. ### EBO FPR@95: 64.07. Result ID: 69f303a547f34ce924d910ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained Model":"google/vit-base-patch16-224-in21k","ID Accuracy":"84.78%","Evaluation Protocol":"fine-tuned"}. This record does not assert independent reproduction. ### MLS FPR@95: 64.07. Result ID: 69f303a547f34ce924d910b1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained Model":"google/vit-base-patch16-224-in21k","ID Accuracy":"84.78%","Evaluation Protocol":"fine-tuned"}. This record does not assert independent reproduction. ### TempScale FPR@95: 64.19. Result ID: 69f303a547f34ce924d910b7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained Model":"google/vit-base-patch16-224-in21k","ID Accuracy":"84.78%","Evaluation Protocol":"fine-tuned"}. This record does not assert independent reproduction. ### GEN FPR@95: 64.43. Result ID: 69f303a547f34ce924d910ad. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained Model":"google/vit-base-patch16-224-in21k","ID Accuracy":"84.78%","Evaluation Protocol":"fine-tuned"}. This record does not assert independent reproduction. ### MSP FPR@95: 64.56. Result ID: 69f303a547f34ce924d910b2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained Model":"google/vit-base-patch16-224-in21k","ID Accuracy":"84.78%","Evaluation Protocol":"fine-tuned"}. This record does not assert independent reproduction. ### DICE FPR@95: 65.11. Result ID: 69f303a547f34ce924d910ab. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained Model":"google/vit-base-patch16-224-in21k","ID Accuracy":"84.78%","Evaluation Protocol":"fine-tuned"}. This record does not assert independent reproduction. ### OpenMax FPR@95: 66.2. Result ID: 69f303a547f34ce924d910b3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained Model":"google/vit-base-patch16-224-in21k","ID Accuracy":"84.78%","Evaluation Protocol":"fine-tuned"}. This record does not assert independent reproduction. ### ASH FPR@95: 91.72. Result ID: 69f303a547f34ce924d910aa. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained Model":"google/vit-base-patch16-224-in21k","ID Accuracy":"84.78%","Evaluation Protocol":"fine-tuned"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.