# Image Classification on model-vs-human OOD Aggregate (test) Source: [Image Classification on model-vs-human OOD Aggregate (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:05.524Z Evaluation of Image Classification performance on the test split of the model-vs-human OOD Aggregate dataset, reporting OOD accuracy. 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 | Image Classification | | Dataset (including any stated split) | model-vs-human OOD Aggregate (test) | | Metric | OOD Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [OOD Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | OOD Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ViT-22B-384 | 80 | Not recorded | 6993f5fa9ebc499c974099f4 | | OpenCLIP ViT-H-14 | 78 | Not recorded | 6993f5fa9ebc499c974099f4 | | OpenCLIP ViT-H-14 Resized (64x64) | 75 | Not recorded | 6993f5fa9ebc499c974099f4 | | OpenCLIP ViT-H-14 Fourier-filtered | 73 | Not recorded | 6993f5fa9ebc499c974099f4 | | Humans (avg) | 72 | Not recorded | 6993f5fa9ebc499c974099f4 | | OpenCLIP ViT-H-14 Blurred | 72 | Not recorded | 6993f5fa9ebc499c974099f4 | | Imagen | 71 | Not recorded | 6993f5fa9ebc499c974099f4 | ### ViT-22B-384 OOD Accuracy: 80. Result ID: 699a810a5698665ec40ab802. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-22B","Resolution":"384"}. This record does not assert independent reproduction. ### OpenCLIP ViT-H-14 OOD Accuracy: 78. Result ID: 699a810a5698665ec40ab803. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-H-14"}. This record does not assert independent reproduction. ### OpenCLIP ViT-H-14 Resized (64x64) OOD Accuracy: 75. Result ID: 699a810a5698665ec40ab805. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H-14","Input Transformation":"Resized (64x64)"}. This record does not assert independent reproduction. ### OpenCLIP ViT-H-14 Fourier-filtered OOD Accuracy: 73. Result ID: 699a810a5698665ec40ab807. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H-14","Input Transformation":"Fourier-filtered"}. This record does not assert independent reproduction. ### Humans (avg) OOD Accuracy: 72. Result ID: 699a810a5698665ec40ab801. [Reporting paper]() Recorded evaluation configuration: {"Subject":"Human"}. This record does not assert independent reproduction. ### OpenCLIP ViT-H-14 Blurred OOD Accuracy: 72. Result ID: 699a810a5698665ec40ab806. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H-14","Input Transformation":"Blurred (sigma = 2.5)"}. This record does not assert independent reproduction. ### Imagen OOD Accuracy: 71. Result ID: 699a810a5698665ec40ab804. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Imagen"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.