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Human-Object Interaction Detection

10 papers with code · Computer Vision

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Detecting and Recognizing Human-Object Interactions

CVPR 2018 facebookresearch/detectron

Our hypothesis is that the appearance of a person -- their pose, clothing, action -- is a powerful cue for localizing the objects they are interacting with.

HUMAN-OBJECT INTERACTION DETECTION

The Kinetics Human Action Video Dataset

19 May 2017deepmind/kinetics-i3d

We describe the DeepMind Kinetics human action video dataset.

ACTION CLASSIFICATION HUMAN-OBJECT INTERACTION DETECTION

Temporal Relational Reasoning in Videos

ECCV 2018 metalbubble/TRN-pytorch

Temporal relational reasoning, the ability to link meaningful transformations of objects or entities over time, is a fundamental property of intelligent species.

ACTION CLASSIFICATION ACTION RECOGNITION IN VIDEOS ACTIVITY RECOGNITION COMMON SENSE REASONING HUMAN-OBJECT INTERACTION DETECTION RELATIONAL REASONING

Learning Human-Object Interactions by Graph Parsing Neural Networks

ECCV 2018 SiyuanQi/gpnn

For a given scene, GPNN infers a parse graph that includes i) the HOI graph structure represented by an adjacency matrix, and ii) the node labels.

HUMAN-OBJECT INTERACTION DETECTION

Parsing R-CNN for Instance-Level Human Analysis

CVPR 2019 soeaver/Parsing-R-CNN

Models need to distinguish different human instances in the image panel and learn rich features to represent the details of each instance.

HUMAN-OBJECT INTERACTION DETECTION HUMAN PART SEGMENTATION MULTI-HUMAN PARSING POSE ESTIMATION

Transferable Interactiveness Knowledge for Human-Object Interaction Detection

CVPR 2019 DirtyHarryLYL/Transferable-Interactiveness-Network

On account of the generalization of interactiveness, interactiveness network is a transferable knowledge learner and can be cooperated with any HOI detection models to achieve desirable results.

HUMAN-OBJECT INTERACTION DETECTION

HAKE: Human Activity Knowledge Engine

13 Apr 2019DirtyHarryLYL/HAKE

To address these and promote the activity understanding, we build a large-scale Human Activity Knowledge Engine (HAKE) based on the human body part states.

HUMAN-OBJECT INTERACTION DETECTION

iCAN: Instance-Centric Attention Network for Human-Object Interaction Detection

30 Aug 2018TaiwanRobert/iCAN_for_live_video

Our core idea is that the appearance of a person or an object instance contains informative cues on which relevant parts of an image to attend to for facilitating interaction prediction.

HUMAN-OBJECT INTERACTION DETECTION

No-Frills Human-Object Interaction Detection: Factorization, Appearance and Layout Encodings, and Training Techniques

14 Nov 2018BigRedT/no_frills_hoi_det

We show that with an appropriate factorization, and encodings of layout and appearance constructed from outputs of pretrained object detectors, a relatively simple model outperforms more sophisticated approaches on human-object interaction detection.

HUMAN-OBJECT INTERACTION DETECTION