Scene graph generation: A comprehensive survey

G Zhu, L Zhang, Y Jiang, Y Dang, H Hou… - arXiv preprint arXiv …, 2022 - arxiv.org
Deep learning techniques have led to remarkable breakthroughs in the field of generic
object detection and have spawned a lot of scene-understanding tasks in recent years …

Capturing and inferring dense full-body human-scene contact

CHP Huang, H Yi, M Höschle… - Proceedings of the …, 2022 - openaccess.thecvf.com
Inferring human-scene contact (HSC) is the first step toward understanding how humans
interact with their surroundings. While detecting 2D human-object interaction (HOI) and …

Hotr: End-to-end human-object interaction detection with transformers

B Kim, J Lee, J Kang, ES Kim… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Abstract Human-Object Interaction (HOI) detection is a task of identifying" a set of
interactions" in an image, which involves the i) localization of the subject (ie, humans) and …

Panoptic scene graph generation

J Yang, YZ Ang, Z Guo, K Zhou, W Zhang… - European Conference on …, 2022 - Springer
Existing research addresses scene graph generation (SGG)—a critical technology for scene
understanding in images—from a detection perspective, ie., objects are detected using …

Qpic: Query-based pairwise human-object interaction detection with image-wide contextual information

M Tamura, H Ohashi… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
We propose a simple, intuitive yet powerful method for human-object interaction (HOI)
detection. HOIs are so diverse in spatial distribution in an image that existing CNN-based …

Drg: Dual relation graph for human-object interaction detection

C Gao, J Xu, Y Zou, JB Huang - … Conference, Glasgow, UK, August 23–28 …, 2020 - Springer
We tackle the challenging problem of human-object interaction (HOI) detection. Existing
methods either recognize the interaction of each human-object pair in isolation or perform …

Human object interaction detection: Design and survey

M Antoun, D Asmar - Image and Vision Computing, 2023 - Elsevier
Abstract Human-Object Interaction (HOI) detection is the process of estimating the
interaction between a human and an object in an image. The first attempts at HOI involved …

Ppdm: Parallel point detection and matching for real-time human-object interaction detection

Y Liao, S Liu, F Wang, Y Chen… - Proceedings of the …, 2020 - openaccess.thecvf.com
We propose a single-stage Human-Object Interaction (HOI) detection method that has
outperformed all existing methods on HICO-DET dataset at 37 fps on a single Titan XP GPU …

Visual compositional learning for human-object interaction detection

Z Hou, X Peng, Y Qiao, D Tao - … Conference, Glasgow, UK, August 23–28 …, 2020 - Springer
Human-Object interaction (HOI) detection aims to localize and infer relationships between
human and objects in an image. It is challenging because an enormous number of possible …

Learning human-object interaction detection using interaction points

T Wang, T Yang, M Danelljan… - Proceedings of the …, 2020 - openaccess.thecvf.com
Understanding interactions between humans and objects is one of the fundamental
problems in visual classification and an essential step towards detailed scene …