# Shape-Texture Bias Evaluation on model-vs-human Cue-conflict (test) Source: [Shape-Texture Bias Evaluation on model-vs-human Cue-conflict (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:04:19.164Z Evaluation of model performance regarding shape and texture bias using the test split of the model-vs-human Cue-conflict dataset, typically measured by shape bias 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 | Shape-Texture Bias Evaluation | | Dataset (including any stated split) | model-vs-human Cue-conflict (test) | | Metric | Shape Bias | | 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 - [Shape Bias](): Higher is better; unit: PERCENT. ## Recorded results | Method | Shape Bias | Result date | Report paper | | --- | --- | --- | --- | | Imagen | 99 | Not recorded | 6993f5fa9ebc499c974099f4 | | Humans (avg) | 96 | Not recorded | 6993f5fa9ebc499c974099f4 | | OpenCLIP ViT-H-14 Blurred | 96 | Not recorded | 6993f5fa9ebc499c974099f4 | | OpenCLIP ViT-H-14 Fourier-filtered | 95 | Not recorded | 6993f5fa9ebc499c974099f4 | | OpenCLIP ViT-H-14 Resized (64x64) | 91 | Not recorded | 6993f5fa9ebc499c974099f4 | | ViT-22B-384 | 87 | Not recorded | 6993f5fa9ebc499c974099f4 | | OpenCLIP ViT-H-14 | 60 | Not recorded | 6993f5fa9ebc499c974099f4 | ### Imagen Shape Bias: 99. Result ID: 699a810a5698665ec40ab7fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Imagen"}. This record does not assert independent reproduction. ### Humans (avg) Shape Bias: 96. Result ID: 699a810a5698665ec40ab7fa. [Reporting paper]() Recorded evaluation configuration: {"Subject":"Human"}. This record does not assert independent reproduction. ### OpenCLIP ViT-H-14 Blurred Shape Bias: 96. Result ID: 699a810a5698665ec40ab7ff. [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. ### OpenCLIP ViT-H-14 Fourier-filtered Shape Bias: 95. Result ID: 699a810a5698665ec40ab800. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H-14","Input Transformation":"Fourier-filtered"}. This record does not assert independent reproduction. ### OpenCLIP ViT-H-14 Resized (64x64) Shape Bias: 91. Result ID: 699a810a5698665ec40ab7fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-H-14","Input Transformation":"Resized (64x64)"}. This record does not assert independent reproduction. ### ViT-22B-384 Shape Bias: 87. Result ID: 699a810a5698665ec40ab7fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-22B","Resolution":"384"}. This record does not assert independent reproduction. ### OpenCLIP ViT-H-14 Shape Bias: 60. Result ID: 699a810a5698665ec40ab7fc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-H-14"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.