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Datasets/VRD

VRD

Visual Relationship Detection dataset

ImagesTextsUnknownIntroduced 2016-01-01

The Visual Relationship Dataset (VRD) contains 4000 images for training and 1000 for testing annotated with visual relationships. Bounding boxes are annotated with a label containing 100 unary predicates. These labels refer to animals, vehicles, clothes and generic objects. Pairs of bounding boxes are annotated with a label containing 70 binary predicates. These labels refer to actions, prepositions, spatial relations, comparatives or preposition phrases. The dataset has 37993 instances of visual relationships and 6672 types of relationships. 1877 instances of relationships occur only in the test set and they are used to evaluate the zero-shot learning scenario.

Source: Compensating Supervision Incompleteness with Prior Knowledge in Semantic Image Interpretation Image Source: https://cs.stanford.edu/people/ranjaykrishna/vrd/

Benchmarks

2D Semantic Segmentation/R@50 k=12D Semantic Segmentation/Recall@50Scene Graph Generation/Recall@50Scene Parsing/R@50 k=1Scene Parsing/Recall@50Scene Understanding/R@50 k=1Visual Relationship Detection/R@50 k=1

Related Benchmarks

VRD Phrase Detection/2D Semantic Segmentation/R@100VRD Phrase Detection/2D Semantic Segmentation/R@50VRD Phrase Detection/Scene Parsing/R@100VRD Phrase Detection/Scene Parsing/R@50VRD Phrase Detection/Scene Understanding/R@100VRD Phrase Detection/Scene Understanding/R@50VRD Phrase Detection/Visual Relationship Detection/R@100VRD Phrase Detection/Visual Relationship Detection/R@50VRD Predicate Detection/2D Semantic Segmentation/R@100VRD Predicate Detection/2D Semantic Segmentation/R@50VRD Predicate Detection/Scene Parsing/R@100VRD Predicate Detection/Scene Parsing/R@50VRD Predicate Detection/Scene Understanding/R@100VRD Predicate Detection/Scene Understanding/R@50VRD Predicate Detection/Visual Relationship Detection/R@100VRD Predicate Detection/Visual Relationship Detection/R@50VRD Relationship Detection/2D Semantic Segmentation/R@100VRD Relationship Detection/2D Semantic Segmentation/R@50VRD Relationship Detection/Scene Parsing/R@100VRD Relationship Detection/Scene Parsing/R@50VRD Relationship Detection/Scene Understanding/R@100VRD Relationship Detection/Scene Understanding/R@50VRD Relationship Detection/Visual Relationship Detection/R@100VRD Relationship Detection/Visual Relationship Detection/R@50VRDS/Video deraining/PSNRVRDS/Video deraining/SSIM

Statistics

Papers
151
Benchmarks
7

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Tasks

2D Semantic SegmentationRelationship DetectionScene Graph DetectionScene Graph GenerationScene ParsingScene UnderstandingVisual Relationship Detection