Datasets:
Languages:
English
Size:
1K - 10K
Tags:
VLM-evaluation
fine-grained-visual-perception
fine-grained-visual-reasoning
text-in-the-wild
scene-text-recognition
License:
| { | |
| "@context": { | |
| "@language": "en", | |
| "@vocab": "https://schema.org/", | |
| "arrayShape": "cr:arrayShape", | |
| "citeAs": "cr:citeAs", | |
| "column": "cr:column", | |
| "conformsTo": "dct:conformsTo", | |
| "containedIn": "cr:containedIn", | |
| "cr": "http://mlcommons.org/croissant/", | |
| "data": { | |
| "@id": "cr:data", | |
| "@type": "@json" | |
| }, | |
| "dataBiases": "cr:dataBiases", | |
| "dataCollection": "cr:dataCollection", | |
| "dataType": { | |
| "@id": "cr:dataType", | |
| "@type": "@vocab" | |
| }, | |
| "dct": "http://purl.org/dc/terms/", | |
| "extract": "cr:extract", | |
| "field": "cr:field", | |
| "fileProperty": "cr:fileProperty", | |
| "fileObject": "cr:fileObject", | |
| "fileSet": "cr:fileSet", | |
| "format": "cr:format", | |
| "includes": "cr:includes", | |
| "isArray": "cr:isArray", | |
| "isLiveDataset": "cr:isLiveDataset", | |
| "jsonPath": "cr:jsonPath", | |
| "key": "cr:key", | |
| "md5": "cr:md5", | |
| "parentField": "cr:parentField", | |
| "path": "cr:path", | |
| "personalSensitiveInformation": "cr:personalSensitiveInformation", | |
| "recordSet": "cr:recordSet", | |
| "references": "cr:references", | |
| "regex": "cr:regex", | |
| "repeated": "cr:repeated", | |
| "replace": "cr:replace", | |
| "sc": "https://schema.org/", | |
| "separator": "cr:separator", | |
| "source": "cr:source", | |
| "subField": "cr:subField", | |
| "transform": "cr:transform", | |
| "rai": "http://mlcommons.org/croissant/RAI/", | |
| "prov": "http://www.w3.org/ns/prov#" | |
| }, | |
| "@type": "sc:Dataset", | |
| "distribution": [ | |
| { | |
| "@type": "cr:FileObject", | |
| "@id": "repo", | |
| "name": "repo", | |
| "description": "The Hugging Face git repository.", | |
| "contentUrl": "https://huggingface.co/datasets/Volavion/FineSightBench/tree/refs%2Fconvert%2Fparquet", | |
| "encodingFormat": "git+https", | |
| "sha256": "https://github.com/mlcommons/croissant/issues/80" | |
| }, | |
| { | |
| "@type": "cr:FileSet", | |
| "@id": "parquet-files-for-config-default", | |
| "containedIn": { | |
| "@id": "repo" | |
| }, | |
| "encodingFormat": "application/x-parquet", | |
| "includes": "default/*/*.parquet" | |
| } | |
| ], | |
| "recordSet": [ | |
| { | |
| "@type": "cr:RecordSet", | |
| "dataType": "cr:Split", | |
| "key": { | |
| "@id": "default_splits/split_name" | |
| }, | |
| "@id": "default_splits", | |
| "name": "default_splits", | |
| "description": "Splits for the default config.", | |
| "field": [ | |
| { | |
| "@type": "cr:Field", | |
| "@id": "default_splits/split_name", | |
| "dataType": "sc:Text" | |
| } | |
| ], | |
| "data": [ | |
| { | |
| "default_splits/split_name": "perception" | |
| }, | |
| { | |
| "default_splits/split_name": "reasoning" | |
| } | |
| ] | |
| }, | |
| { | |
| "@type": "cr:RecordSet", | |
| "@id": "default", | |
| "description": "Volavion/FineSightBench - 'default' subset\n\nAdditional information:\n- 2 splits: perception, reasoning", | |
| "field": [ | |
| { | |
| "@type": "cr:Field", | |
| "@id": "default/split", | |
| "dataType": "sc:Text", | |
| "source": { | |
| "fileSet": { | |
| "@id": "parquet-files-for-config-default" | |
| }, | |
| "extract": { | |
| "fileProperty": "fullpath" | |
| }, | |
| "transform": { | |
| "regex": "default/(?:partial-)?(perception|reasoning)/.+parquet$" | |
| } | |
| }, | |
| "references": { | |
| "field": { | |
| "@id": "default_splits/split_name" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "default/image", | |
| "dataType": "sc:ImageObject", | |
| "source": { | |
| "fileSet": { | |
| "@id": "parquet-files-for-config-default" | |
| }, | |
| "extract": { | |
| "column": "image" | |
| }, | |
| "transform": { | |
| "jsonPath": "bytes" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "default/image_id", | |
| "dataType": "sc:Text", | |
| "source": { | |
| "fileSet": { | |
| "@id": "parquet-files-for-config-default" | |
| }, | |
| "extract": { | |
| "column": "image_id" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "default/task_type", | |
| "dataType": "sc:Text", | |
| "source": { | |
| "fileSet": { | |
| "@id": "parquet-files-for-config-default" | |
| }, | |
| "extract": { | |
| "column": "task_type" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "default/question", | |
| "dataType": "sc:Text", | |
| "source": { | |
| "fileSet": { | |
| "@id": "parquet-files-for-config-default" | |
| }, | |
| "extract": { | |
| "column": "question" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "default/answer", | |
| "dataType": "sc:Text", | |
| "source": { | |
| "fileSet": { | |
| "@id": "parquet-files-for-config-default" | |
| }, | |
| "extract": { | |
| "column": "answer" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "default/difficulty", | |
| "dataType": "sc:Text", | |
| "source": { | |
| "fileSet": { | |
| "@id": "parquet-files-for-config-default" | |
| }, | |
| "extract": { | |
| "column": "difficulty" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "default/metadata", | |
| "dataType": "sc:Text", | |
| "source": { | |
| "fileSet": { | |
| "@id": "parquet-files-for-config-default" | |
| }, | |
| "extract": { | |
| "column": "metadata" | |
| } | |
| } | |
| } | |
| ] | |
| } | |
| ], | |
| "conformsTo": "http://mlcommons.org/croissant/1.1", | |
| "name": "FineSightBench", | |
| "description": "\n\t\n\t\t\n\t\tFineSightBench\n\t\n\nFineSightBench is a fine-grained visual benchmark for evaluating Vision-Language Models (VLMs) on pixel-level perception and reasoning tasks. It combines two complementary image regimes:\n\nSynthetic canvas — controlled white-background images with precisely-sized geometric/semantic targets (letters, animals, shapes, blocks, dots).\nText in the wild (SynthText-style) — English words rendered onto real natural-scene photographs from the SynthText bg_img set, with… See the full description on the dataset page: https://huggingface.co/datasets/Volavion/FineSightBench.", | |
| "alternateName": [ | |
| "Volavion/FineSightBench", | |
| "FineSightBench" | |
| ], | |
| "creator": { | |
| "@type": "Person", | |
| "name": "Lujun Li", | |
| "url": "https://huggingface.co/Volavion" | |
| }, | |
| "keywords": [ | |
| "visual-question-answering", | |
| "image-classification", | |
| "image-to-text", | |
| "English", | |
| "apache-2.0", | |
| "1K - 10K", | |
| "parquet", | |
| "optimized-parquet", | |
| "Image", | |
| "Text", | |
| "Datasets", | |
| "Dask", | |
| "Polars", | |
| "Croissant", | |
| "🇺🇸 Region: US", | |
| "VLM-evaluation", | |
| "fine-grained-visual-perception", | |
| "fine-grained-visual-reasoning", | |
| "text-in-the-wild", | |
| "scene-text-recognition" | |
| ], | |
| "license": "https://choosealicense.com/licenses/apache-2.0/", | |
| "url": "https://huggingface.co/datasets/Volavion/FineSightBench", | |
| "rai:dataLimitations": "This dataset contains only synthetic data and is intended for model testing and small-scale training only. It is not recommended to use this dataset for real-world decision-making scenarios.", | |
| "rai:dataBiases": "This dataset may contain bias regarding icons. We only selected icons for a few animals for testing, not all animal icons. Furthermore, we used icons instead of actual animal images, which may introduce some bias.", | |
| "rai:personalSensitiveInformation": "This dataset does not contain any personal or sensitive information.", | |
| "rai:dataUseCases": "This dataset is primarily used for visual testing and validation of VLM, but it cannot be used as a benchmark for visual testing of real humans.", | |
| "rai:dataSocialImpact": "This dataset will not cause any potential social impact, but it will raise public awareness and understanding of VLMs.", | |
| "rai:hasSyntheticData": true, | |
| "prov:wasDerivedFrom": [ | |
| { | |
| "@id": "https://www.robots.ox.ac.uk/~vgg/data/scenetext/", | |
| "prov:label": "SynthText in the Wild Dataset", | |
| "sc:license": "Apache License 2.0" | |
| } | |
| ], | |
| "prov:wasGeneratedBy": [ | |
| { | |
| "@type": "prov:Activity", | |
| "prov:type": { | |
| "@id": "https://www.wikidata.org/wiki/Q4929239" | |
| }, | |
| "prov:label": "Github Download - https://github.com/ankush-me/SynthText?tab=Apache-2.0-1-ov-file#readme", | |
| "sc:description": "For part of the dataset generated in FineSightBench" | |
| } | |
| ] | |
| } |