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Human-Object Interaction Detection

25 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 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

Contextual Action Recognition with R*CNN

ICCV 2015 gkioxari/RstarCNN

In this work, we exploit the simple observation that actions are accompanied by contextual cues to build a strong action recognition system.

HUMAN-OBJECT INTERACTION DETECTION TEMPORAL ACTION LOCALIZATION

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

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

PaStaNet: Toward Human Activity Knowledge Engine

2 Apr 2020DirtyHarryLYL/HAKE

In light of this, we propose a new path: infer human part states first and then reason out the activities based on part-level semantics.

 SOTA for Human-Object Interaction Detection on HICO-DET (using extra training data)

HUMAN-OBJECT INTERACTION DETECTION TRANSFER LEARNING