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| { | |
| "@context": { | |
| "@language": "en", | |
| "@vocab": "https://schema.org/", | |
| "column": "ml:column", | |
| "data": { | |
| "@id": "ml:data", | |
| "@type": "@json" | |
| }, | |
| "dataType": { | |
| "@id": "ml:dataType", | |
| "@type": "@vocab" | |
| }, | |
| "extract": "ml:extract", | |
| "field": "ml:field", | |
| "fileProperty": "ml:fileProperty", | |
| "format": "ml:format", | |
| "includes": "ml:includes", | |
| "isEnumeration": "ml:isEnumeration", | |
| "jsonPath": "ml:jsonPath", | |
| "ml": "http://mlcommons.org/schema/", | |
| "parentField": "ml:parentField", | |
| "path": "ml:path", | |
| "recordSet": "ml:recordSet", | |
| "references": "ml:references", | |
| "regex": "ml:regex", | |
| "repeated": "ml:repeated", | |
| "replace": "ml:replace", | |
| "sc": "https://schema.org/", | |
| "separator": "ml:separator", | |
| "source": "ml:source", | |
| "subField": "ml:subField", | |
| "transform": "ml:transform", | |
| "wd": "https://www.wikidata.org/wiki/" | |
| }, | |
| "@type": "sc:Dataset", | |
| "name": "COCO", | |
| "description": "COCO is a large-scale object detection, segmentation, and captioning dataset. WARNING: `metadata.json` is incomplete and does not fully define the COCO2014 dataset. It lacks `recordSet` definitions that would enable automatic loading of all the annotations.", | |
| "citation": "@article{DBLP:journals/corr/LinMBHPRDZ14,\n author = {Tsung{-}Yi Lin and\n Michael Maire and\n Serge J. Belongie and\n Lubomir D. Bourdev and\n Ross B. Girshick and\n James Hays and\n Pietro Perona and\n Deva Ramanan and\n Piotr Doll{'{a}}r and\n C. Lawrence Zitnick},\n title = {Microsoft {COCO:} Common Objects in Context},\n journal = {CoRR},\n volume = {abs/1405.0312},\n year = {2014},\n url = {http://arxiv.org/abs/1405.0312},\n archivePrefix = {arXiv},\n eprint = {1405.0312},\n timestamp = {Mon, 13 Aug 2018 16:48:13 +0200},\n biburl = {https://dblp.org/rec/bib/journals/corr/LinMBHPRDZ14},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}", | |
| "license": [ | |
| "Creative Commons Attribution 4.0 License", | |
| "https://www.flickr.com/creativecommons/" | |
| ], | |
| "url": "https://cocodataset.org/", | |
| "distribution": [ | |
| { | |
| "@type": "sc:FileObject", | |
| "name": "train2014.zip", | |
| "contentSize": "13510573713 B", | |
| "contentUrl": "http://images.cocodataset.org/zips/train2014.zip", | |
| "encodingFormat": "application/zip", | |
| "sha256": "sha256" | |
| }, | |
| { | |
| "@type": "sc:FileObject", | |
| "name": "val2014.zip", | |
| "contentSize": "6645013297 B", | |
| "contentUrl": "http://images.cocodataset.org/zips/val2014.zip", | |
| "encodingFormat": "application/zip", | |
| "sha256": "sha256" | |
| }, | |
| { | |
| "@type": "sc:FileObject", | |
| "name": "test2014.zip", | |
| "contentSize": "6660437059 B", | |
| "contentUrl": "http://images.cocodataset.org/zips/test2014.zip", | |
| "encodingFormat": "application/zip", | |
| "sha256": "sha256" | |
| }, | |
| { | |
| "@type": "sc:FileSet", | |
| "name": "image-files", | |
| "containedIn": [ | |
| "train2014.zip", | |
| "val2014.zip", | |
| "test2014.zip" | |
| ], | |
| "encodingFormat": "image/jpeg", | |
| "includes": "*.jpg" | |
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| "@type": "sc:FileObject", | |
| "name": "annotations_trainval2014.zip", | |
| "contentSize": "252872794 B", | |
| "contentUrl": "http://images.cocodataset.org/annotations/annotations_trainval2014.zip", | |
| "encodingFormat": "application/zip", | |
| "sha256": "sha256" | |
| }, | |
| { | |
| "@type": "sc:FileSet", | |
| "name": "caption_annotations-files", | |
| "containedIn": "annotations_trainval2014.zip", | |
| "encodingFormat": "application/json", | |
| "includes": "annotations/captions_(val|train)2014.json" | |
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| { | |
| "@type": "sc:FileSet", | |
| "name": "person_keypoints_annotations", | |
| "containedIn": "annotations_trainval2014.zip", | |
| "encodingFormat": "application/json", | |
| "includes": "annotations/person_keypoints_(val|train)2014.json" | |
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| "@type": "sc:FileSet", | |
| "name": "instancesperson_keypoints_annotations", | |
| "containedIn": "annotations_trainval2014.zip", | |
| "encodingFormat": "application/json", | |
| "includes": "annotations/instances_(val|train)2014.json" | |
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| "@type": "sc:FileObject", | |
| "name": "image_info_test2014.zip", | |
| "contentSize": "763464 B", | |
| "contentUrl": "http://images.cocodataset.org/annotations/image_info_test2014.zip", | |
| "encodingFormat": "application/zip", | |
| "sha256": "sha256" | |
| }, | |
| { | |
| "@type": "sc:FileSet", | |
| "name": "imageinfo", | |
| "containedIn": "image_info_test2014.zip", | |
| "encodingFormat": "application/json", | |
| "includes": "annotations/image_info_test.json" | |
| } | |
| ], | |
| "recordSet": [ | |
| { | |
| "@type": "ml:RecordSet", | |
| "name": "split_enums", | |
| "description": "Maps split names to semantic values.", | |
| "key": "name", | |
| "field": [ | |
| { | |
| "@type": "ml:Field", | |
| "name": "name", | |
| "description": "One of: train, val, test.", | |
| "dataType": "sc:Text" | |
| }, | |
| { | |
| "@type": "ml:Field", | |
| "name": "url", | |
| "description": "Corresponding mlcommons.org definition URL", | |
| "dataType": [ | |
| "sc:URL", | |
| "wd:Q3985153" | |
| ] | |
| } | |
| ], | |
| "data": [ | |
| { | |
| "name": "train", | |
| "url": "https://mlcommons.org/definitions/training_split" | |
| }, | |
| { | |
| "name": "val", | |
| "url": "https://mlcommons.org/definitions/validation_split" | |
| }, | |
| { | |
| "name": "test", | |
| "url": "https://mlcommons.org/definitions/test_split" | |
| } | |
| ] | |
| }, | |
| { | |
| "@type": "ml:RecordSet", | |
| "name": "images", | |
| "key": "image_id", | |
| "field": [ | |
| { | |
| "@type": "ml:Field", | |
| "name": "image_id", | |
| "description": "The filename of the image. eg: COCO_train2014_000000000003.jpg", | |
| "dataType": "sc:Text", | |
| "source": { | |
| "distribution": "image-files", | |
| "extract": { | |
| "fileProperty": "filename" | |
| }, | |
| "transform": { | |
| "regex": "^COCO_[train|val|test]2014_(\\d+)\\.jpg$" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "ml:Field", | |
| "name": "image_filename", | |
| "description": "The filename of the image. eg: COCO_train2014_000000000003.jpg", | |
| "dataType": "sc:Text", | |
| "source": { | |
| "distribution": "image-files", | |
| "extract": { | |
| "fileProperty": "filename" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "ml:Field", | |
| "name": "image_content", | |
| "description": "The content of the image.", | |
| "dataType": "sc:ImageObject", | |
| "source": { | |
| "distribution": "image-files", | |
| "extract": { | |
| "fileProperty": "content" | |
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| { | |
| "@type": "ml:Field", | |
| "name": "split", | |
| "dataType": [ | |
| "sc:Text", | |
| "wd:Q3985153" | |
| ], | |
| "references": { | |
| "field": "split_enums/name" | |
| }, | |
| "source": { | |
| "distribution": "image-files", | |
| "extract": { | |
| "fileProperty": "fullpath" | |
| }, | |
| "transform": { | |
| "regex": "^(train|val|test)2014/.*\\.jpg$" | |
| } | |
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| }, | |
| { | |
| "@type": "ml:RecordSet", | |
| "name": "captions", | |
| "key": "id", | |
| "field": [ | |
| { | |
| "@type": "ml:Field", | |
| "name": "id", | |
| "description": "The ID of the caption", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "distribution": "caption_annotations-files", | |
| "extract": { | |
| "column": "id" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "ml:Field", | |
| "name": "image_id", | |
| "description": "The ID of the image", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "distribution": "caption_annotations-files", | |
| "extract": { | |
| "column": "image_id" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "ml:Field", | |
| "name": "caption", | |
| "description": "The caption", | |
| "dataType": [ | |
| "sc:Text", | |
| "wd:Q18585177" | |
| ], | |
| "source": { | |
| "distribution": "caption_annotations-files", | |
| "extract": { | |
| "column": "caption" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "ml:Field", | |
| "name": "split", | |
| "dataType": [ | |
| "sc:Text", | |
| "wd:Q3985153" | |
| ], | |
| "references": { | |
| "field": "split_enums/name" | |
| }, | |
| "source": { | |
| "distribution": "caption_annotations-files", | |
| "extract": { | |
| "fileProperty": "filename" | |
| }, | |
| "transform": { | |
| "regex": ".*_(val|train)2014\\.json$" | |
| } | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "@type": "ml:RecordSet", | |
| "name": "categories", | |
| "isEnumeration": true, | |
| "key": "id", | |
| "field": [ | |
| { | |
| "@type": "ml:Field", | |
| "name": "id", | |
| "description": "The ID of the category", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "distribution": "instancesperson_keypoints_annotations", | |
| "extract": { | |
| "column": "id" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "ml:Field", | |
| "name": "name", | |
| "description": "The name of the category.", | |
| "dataType": [ | |
| "sc:Text", | |
| "sc:name" | |
| ], | |
| "source": { | |
| "distribution": "instancesperson_keypoints_annotations", | |
| "extract": { | |
| "column": "name" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "ml:Field", | |
| "name": "supercategory", | |
| "description": "The name of the supercategory.", | |
| "dataType": [ | |
| "sc:Text", | |
| "sc:name" | |
| ], | |
| "isEnumeration": true, | |
| "source": { | |
| "distribution": "instancesperson_keypoints_annotations", | |
| "extract": { | |
| "column": "supercategory" | |
| } | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "@type": "ml:RecordSet", | |
| "name": "annotations", | |
| "key": "id", | |
| "field": [ | |
| { | |
| "@type": "ml:Field", | |
| "name": "id", | |
| "description": "The ID of the annotation.", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "distribution": "instancesperson_keypoints_annotations", | |
| "extract": { | |
| "column": "id" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "ml:Field", | |
| "name": "category_id", | |
| "description": "The ID of the category.", | |
| "dataType": "sc:Integer", | |
| "references": { | |
| "field": "categories/id" | |
| }, | |
| "source": { | |
| "distribution": "instancesperson_keypoints_annotations", | |
| "extract": { | |
| "column": "category_id" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "ml:Field", | |
| "name": "image_id", | |
| "description": "The ID of the image.", | |
| "dataType": "sc:Integer", | |
| "references": { | |
| "field": "images/image_id" | |
| }, | |
| "source": { | |
| "distribution": "instancesperson_keypoints_annotations", | |
| "extract": { | |
| "column": "image_id" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "ml:Field", | |
| "name": "bbox", | |
| "description": "The bounding box around annotated object[s].", | |
| "dataType": "ml:BoundingBox", | |
| "source": { | |
| "distribution": "instancesperson_keypoints_annotations", | |
| "extract": { | |
| "column": "bbox" | |
| } | |
| } | |
| } | |
| ] | |
| } | |
| ] | |
| } | |