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Human-Object Interaction Detection

38 papers with code · Computer Vision

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Greatest papers with code

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

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 COMMON SENSE REASONING HUMAN-OBJECT INTERACTION DETECTION RELATIONAL REASONING

Attentional Pooling for Action Recognition

NeurIPS 2017 rohitgirdhar/AttentionalPoolingAction

We introduce a simple yet surprisingly powerful model to incorporate attention in action recognition and human object interaction tasks.

ACTION RECOGNITION HUMAN-OBJECT INTERACTION DETECTION

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

30 Aug 2018vt-vl-lab/iCAN

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

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

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

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

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.

ACTION RECOGNITION HUMAN-OBJECT INTERACTION DETECTION

PaStaNet: Toward Human Activity Knowledge Engine

CVPR 2020 DirtyHarryLYL/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.

 Ranked #1 on Human-Object Interaction Detection on HICO-DET (using extra training data)

HUMAN-OBJECT INTERACTION DETECTION TRANSFER LEARNING