{"url":"/dataset/automotiveui-bench-4k","name":"AutomotiveUI-Bench-4K","full_name":null,"description_markdown":"Dataset Overview: 998 images and 4,208 annotations focusing on interaction with in-vehicle infotainment (IVI) systems.\r\nKey Features:\r\n\r\n- Serves as a validation benchmark for automotive UI.\r\n- Scope: Covers 15 automotive brands/OEMs, model years 2018-2025.\r\n- Image Source: Primarily photographs of IVI displays (due to screenshot limitations in most vehicles), with some direct screenshots (e.g., Android Auto).\r\n- Annotation Classes:\r\n    - Test Action: Bounding box + imperative command in natural language.\r\n    - Expected Result: Bounding box + expected outcome in natural lanugage + Pass/Fail status.\r\n    - Bounding boxes are in format [[x0,y0,x1,y1]]\r\n- Languages:\r\n    - IVI UI: German and English.\r\n    - Annotations: English only (German UI text translated or quoted).\r\n- 15 Brands/OEMs","description_withheld":null,"homepage":"https://huggingface.co/datasets/sparks-solutions/AutomotiveUI-Bench-4K","introduced_date":"2025-05-09","introduced_date_note":null,"introduced_by":{"paper":"/paper/leveraging-vision-language-models-for-visual","title":"Leveraging Vision-Language Models for Visual Grounding and Analysis of Automotive UI","first_author":"Benjamin Raphael Ernhofer","url":null},"license":{"name":"cc-by-4.0","url":"https://choosealicense.com/licenses/cc-by-4.0/"},"modalities":[{"name":"Images","url":"/datasets/modality/images"},{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Visual Grounding","url":"/task/visual-grounding","datasets_with_task":"/datasets/task/visual-grounding"},{"name":"Vision-Language-Action","url":"/task/vision-language-action","datasets_with_task":"/datasets/task/vision-language-action"}],"languages":[{"name":"English","url":"/datasets/language/english"},{"name":"German","url":"/datasets/language/german"}],"variants":["AutomotiveUI-Bench-4K"],"data_loaders":[],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-25T09:33:49+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}