Datasets:
visual_genome

Tasks:

Image-to-Text

Object Detection

Visual Question Answering

Sub-tasks: image-captioning

Languages: English

Multilinguality: monolingual

Size Categories: 100K<n<1M

Language Creators: found

Annotations Creators: found

Source Datasets: original

License:

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Subset (10)

attributes_v1.0.0

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train

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image_id int32	url string	width int32	height int32	coco_id int64	flickr_id int64	attributes list
1	https://cs.stanford.edu/…/VG_100K_2/1.jpg	800	600	null	null	[ { "h": 339, "w": 79, "x": 421, "y": 91, "attributes": [ "green" ], "object_id": 38203, "names": [ "clock" ], "synsets": null }, { "h": 262, "w": 714, "x": 77, "y": 328, "attributes": [ "sidewalk" ], "object_id": 38204, "names": [ "street" ], "synsets": null }, { "h": 15, "w": 23, "x": 514, "y": 366, "attributes": [ "off" ], "object_id": 38208, "names": [ "headlight" ], "synsets": null }, { "h": 34, "w": 28, "x": 318, "y": 319, "attributes": [ "parked" ], "object_id": 38210, "names": [ "bike" ], "synsets": null }, { "h": 35, "w": 29, "x": 334, "y": 319, "attributes": [ "parked" ], "object_id": 38211, "names": [ "bike" ], "synsets": null }, { "h": 101, "w": 59, "x": 241, "y": 289, "attributes": [ "red" ], "object_id": 38216, "names": [ "shirt" ], "synsets": null }, { "h": 266, "w": 722, "x": 77, "y": 331, "attributes": [ "brick" ], "object_id": 38218, "names": [ "sidewalk" ], "synsets": null }, { "h": 174, "w": 91, "x": 708, "y": 342, "attributes": [ "white" ], "object_id": 38220, "names": [ "car" ], "synsets": null }, { "h": 34, "w": 28, "x": 318, "y": 319, "attributes": [ "far away" ], "object_id": 38226, "names": [ "bike" ], "synsets": null }, { "h": 35, "w": 29, "x": 334, "y": 319, "attributes": [ "far away" ], "object_id": 38227, "names": [ "bike" ], "synsets": null }, { "h": 26, "w": 52, "x": 243, "y": 489, "attributes": [ "grey" ], "object_id": 38228, "names": [ "sneakers" ], "synsets": null }, { "h": 34, "w": 46, "x": 391, "y": 481, "attributes": [ "brown" ], "object_id": 38230, "names": [ "shoes" ], "synsets": null }, { "h": 101, "w": 59, "x": 241, "y": 289, "attributes": [ "red" ], "object_id": 38232, "names": [ "shirt" ], "synsets": null }, { "h": 118, "w": 38, "x": 245, "y": 384, "attributes": [ "black" ], "object_id": 38233, "names": [ "pants" ], "synsets": null }, { "h": 97, "w": 89, "x": 356, "y": 296, "attributes": [ "gray" ], "object_id": 38235, "names": [ "jacket" ], "synsets": null }, { 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2	https://cs.stanford.edu/…48/VG_100K/2.jpg	800	600	null	null	[ { "h": 103, "w": 43, "x": 463, "y": 141, "attributes": [ "on", "lit \"walk\"" ], "object_id": 38245, "names": [ "walk sign" ], "synsets": null }, { "h": 81, "w": 72, "x": 359, "y": 362, "attributes": [ "silver" ], "object_id": 38246, "names": [ "backpack" ], "synsets": null }, { "h": 126, "w": 136, "x": 239, "y": 347, "attributes": [ "red" ], "object_id": 38248, "names": [ "car" ], "synsets": null }, { "h": 223, "w": 73, "x": 0, "y": 146, "attributes": [ "green" ], "object_id": 38250, "names": [ "tree" ], "synsets": null }, { "h": 201, "w": 61, "x": 58, "y": 155, "attributes": [ "green" ], "object_id": 38251, "names": [ "tree" ], "synsets": null }, { "h": 163, "w": 83, "x": 110, "y": 195, "attributes": [ "green" ], "object_id": 38252, "names": [ "tree" ], "synsets": null }, { "h": 247, "w": 415, "x": 384, "y": 343, "attributes": [ "brick" ], "object_id": 38256, "names": [ "sidewalk" ], "synsets": null }, { "h": 179, "w": 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Dataset Card for Visual Genome

Dataset Summary

Visual Genome is a dataset, a knowledge base, an ongoing effort to connect structured image concepts to language.

From the paper:

Despite progress in perceptual tasks such as image classification, computers still perform poorly on cognitive tasks such as image description and question answering. Cognition is core to tasks that involve not just recognizing, but reasoning about our visual world. However, models used to tackle the rich content in images for cognitive tasks are still being trained using the same datasets designed for perceptual tasks. To achieve success at cognitive tasks, models need to understand the interactions and relationships between objects in an image. When asked “What vehicle is the person riding?”, computers will need to identify the objects in an image as well as the relationships riding(man, carriage) and pulling(horse, carriage) to answer correctly that “the person is riding a horse-drawn carriage.”

Visual Genome has:

108,077 image
5.4 Million Region Descriptions
1.7 Million Visual Question Answers
3.8 Million Object Instances
2.8 Million Attributes
2.3 Million Relationships

From the paper:

Our dataset contains over 108K images where each image has an average of 35 objects, 26 attributes, and 21 pairwise relationships between objects. We canonicalize the objects, attributes, relationships, and noun phrases in region descriptions and questions answer pairs to WordNet synsets.

Dataset Preprocessing

Supported Tasks and Leaderboards

Languages

All of annotations use English as primary language.

Dataset Structure