Human-Object Interaction Detection

65 papers with code • 5 benchmarks • 12 datasets

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Greatest papers with code

Detecting and Recognizing Human-Object Interactions

facebookresearch/detectron CVPR 2018

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

metalbubble/TRN-pytorch ECCV 2018

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 +3

Attentional Pooling for Action Recognition

rohitgirdhar/AttentionalPoolingAction NeurIPS 2017

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

vt-vl-lab/iCAN 30 Aug 2018

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

Learning Human-Object Interactions by Graph Parsing Neural Networks

SiyuanQi/gpnn ECCV 2018

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

DirtyHarryLYL/Transferable-Interactiveness-Network 25 Jan 2021

Human-Object Interaction (HOI) detection is an important problem to understand how humans interact with objects.

Human-Object Interaction Detection

Transferable Interactiveness Knowledge for Human-Object Interaction Detection

DirtyHarryLYL/Transferable-Interactiveness-Network CVPR 2019

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

PPDM: Parallel Point Detection and Matching for Real-time Human-Object Interaction Detection

YueLiao/PPDM CVPR 2020

Human and object points are the center of the detection boxes, and the interaction point is the midpoint of the human and object points.

Human-Object Interaction Detection Object Detection

PaStaNet: Toward Human Activity Knowledge Engine

DirtyHarryLYL/HAKE CVPR 2020

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 #3 on Human-Object Interaction Detection on HICO (using extra training data)

Action Detection Human-Object Interaction Detection +1