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Datasets/HICO-DET

HICO-DET

ImagesUnknownIntroduced 2018-01-01

HICO-DET is a dataset for detecting human-object interactions (HOI) in images. It contains 47,776 images (38,118 in train set and 9,658 in test set), 600 HOI categories constructed by 80 object categories and 117 verb classes. HICO-DET provides more than 150k annotated human-object pairs. V-COCO provides 10,346 images (2,533 for training, 2,867 for validating and 4,946 for testing) and 16,199 person instances. Each person has annotations for 29 action categories and there are no interaction labels including objects.

Source: Visual Compositional Learning for Human-Object Interaction Detection Image Source: http://www-personal.umich.edu/~ywchao/hico/

Benchmarks

16k/MAP2D Classification/MAP2D Object Detection/MAP3D/MAPAffordance Recognition/COCO-Val2017Affordance Recognition/Object365Affordance Recognition/HICOAffordance Recognition/Novel classesHuman-Object Interaction Concept Discovery/Unknown (AP)Human-Object Interaction Detection/mAPHuman-Object Interaction Detection/Time Per Frame (ms)Human-Object Interaction Detection/Detection: Full (mAP@0.5)Human-Object Interaction Detection/Detection: Non-Rare (mAP@0.5)Human-Object Interaction Detection/Detection: Rare (mAP@0.5)Human-Object Interaction Detection/COCO-Val2017Human-Object Interaction Detection/Object365Human-Object Interaction Detection/HICOHuman-Object Interaction Detection/Novel classesObject Detection/MAP

Related Benchmarks

HICO-DET(Unknown Concepts)/Affordance Recognition/COCO-Val2017HICO-DET(Unknown Concepts)/Affordance Recognition/HICOHICO-DET(Unknown Concepts)/Affordance Recognition/Novel ClassesHICO-DET(Unknown Concepts)/Affordance Recognition/Obj365HICO-DET(Unknown Concepts)/Human-Object Interaction Detection/COCO-Val2017HICO-DET(Unknown Concepts)/Human-Object Interaction Detection/HICOHICO-DET(Unknown Concepts)/Human-Object Interaction Detection/Novel ClassesHICO-DET(Unknown Concepts)/Human-Object Interaction Detection/Obj365

Statistics

Papers
180
Benchmarks
19

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Tasks

16k2D Classification2D Object Detection3DAffordance RecognitionHuman-Object Interaction Concept DiscoveryHuman-Object Interaction DetectionObject DetectionWeakly Supervised Object DetectionZero-Shot Human-Object Interaction Detection