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Human-object interaction (HOI) detection is essential for accurately localizing and characterizing interactions between humans and objects, providing a comprehensive understanding of complex visual scenes across various domains. However,…

Computer Vision and Pattern Recognition · Computer Science 2025-07-16 Quan Bi Pay , Vishnu Monn Baskaran , Junn Yong Loo , KokSheik Wong , Simon See

Human-object interaction (HOI) synthesis is crucial for creating immersive and realistic experiences for applications such as virtual reality. Existing methods often rely on simplified object representations, such as the object's centroid…

Computer Vision and Pattern Recognition · Computer Science 2025-03-27 Mengqing Xue , Yifei Liu , Ling Guo , Shaoli Huang , Changxing Ding

Recently, the DETR framework has emerged as the dominant approach for human--object interaction (HOI) research. In particular, two-stage transformer-based HOI detectors are amongst the most performant and training-efficient approaches.…

Computer Vision and Pattern Recognition · Computer Science 2023-11-09 Frederic Z. Zhang , Yuhui Yuan , Dylan Campbell , Zhuoyao Zhong , Stephen Gould

In scene understanding, robotics benefit from not only detecting individual scene instances but also from learning their possible interactions. Human-Object Interaction (HOI) Detection infers the action predicate on a <human, predicate,…

Machine Learning · Computer Science 2021-03-09 Zhijun Liang , Juan Rojas , Junfa Liu , Yisheng Guan

Human-object interactions (HOI) detection aims at capturing human-object pairs in images and corresponding actions. It is an important step toward high-level visual reasoning and scene understanding. However, due to the natural bias from…

Computer Vision and Pattern Recognition · Computer Science 2024-08-01 Lijun Zhang , Wei Suo , Peng Wang , Yanning Zhang

Detecting Human-Object Interaction (HOI) in images is an important step towards high-level visual comprehension. Existing work often shed light on improving either human and object detection, or interaction recognition. However, due to the…

Computer Vision and Pattern Recognition · Computer Science 2022-07-07 Guangzhi Wang , Yangyang Guo , Yongkang Wong , Mohan Kankanhalli

Human-Object Interaction (HOI) detection is crucial for robot-human assistance, enabling context-aware support. However, models trained on clean datasets degrade in real-world conditions due to unforeseen corruptions, leading to inaccurate…

Computer Vision and Pattern Recognition · Computer Science 2025-10-14 Di Wen , Kunyu Peng , Kailun Yang , Yufan Chen , Ruiping Liu , Junwei Zheng , Alina Roitberg , Danda Pani Paudel , Luc Van Gool , Rainer Stiefelhagen

Egocentric human-object interaction (Ego-HOI) detection is crucial for intelligent agents to understand and assist human activities from a first-person perspective. However, progress has been hindered by the lack of benchmarks and methods…

Computer Vision and Pattern Recognition · Computer Science 2025-08-27 Kunyuan Deng , Yi Wang , Lap-Pui Chau

Humans interact with objects all the time. Enabling a humanoid to learn human-object interaction (HOI) is a key step for future smart animation and intelligent robotics systems. However, recent progress in physics-based HOI requires…

Computer Vision and Pattern Recognition · Computer Science 2023-12-08 Yinhuai Wang , Jing Lin , Ailing Zeng , Zhengyi Luo , Jian Zhang , Lei Zhang

This paper addresses the task of detecting and recognizing human-object interactions (HOI) in images and videos. We introduce the Graph Parsing Neural Network (GPNN), a framework that incorporates structural knowledge while being…

Computer Vision and Pattern Recognition · Computer Science 2018-08-27 Siyuan Qi , Wenguan Wang , Baoxiong Jia , Jianbing Shen , Song-Chun Zhu

Objects recognition in image is one of the most difficult problems in computer vision. It is also an important step for the implementation of several existing applications that require high-level image interpretation. Therefore, there is a…

Robotics · Computer Science 2015-01-12 M. Kachouane , S. Sahki , M. Lakrouf , N. Ouadah

Gaze plays a crucial role in revealing human attention and intention, particularly in hand-object interaction scenarios, where it guides and synchronizes complex tasks that require precise coordination between the brain, hand, and object.…

Computer Vision and Pattern Recognition · Computer Science 2026-03-18 Jie Tian , Ran Ji , Lingxiao Yang , Suting Ni , Yuexin Ma , Lan Xu , Jingyi Yu , Ye Shi , Jingya Wang

The Large Vision Language Model (VLM) has recently addressed remarkable progress in bridging two fundamental modalities. VLM, trained by a sufficiently large dataset, exhibits a comprehensive understanding of both visual and linguistic to…

Computer Vision and Pattern Recognition · Computer Science 2024-11-28 Donggoo Kang , Dasol Jeong , Hyunmin Lee , Sangwoo Park , Hasil Park , Sunkyu Kwon , Yeongjoon Kim , Joonki Paik

This paper addresses new methodologies to deal with the challenging task of generating dynamic Human-Object Interactions from textual descriptions (Text2HOI). While most existing works assume interactions with limited body parts or static…

Computer Vision and Pattern Recognition · Computer Science 2024-03-19 Qianyang Wu , Ye Shi , Xiaoshui Huang , Jingyi Yu , Lan Xu , Jingya Wang

We present HOIDiNi, a text-driven diffusion framework for synthesizing realistic and plausible human-object interaction (HOI). HOI generation is extremely challenging since it induces strict contact accuracies alongside a diverse motion…

Computer Vision and Pattern Recognition · Computer Science 2025-10-22 Roey Ron , Guy Tevet , Haim Sawdayee , Amit H. Bermano

We present HOI4D, a large-scale 4D egocentric dataset with rich annotations, to catalyze the research of category-level human-object interaction. HOI4D consists of 2.4M RGB-D egocentric video frames over 4000 sequences collected by 4…

Computer Vision and Pattern Recognition · Computer Science 2024-01-04 Yunze Liu , Yun Liu , Che Jiang , Kangbo Lyu , Weikang Wan , Hao Shen , Boqiang Liang , Zhoujie Fu , He Wang , Li Yi

Existing state-of-the-art methods for Video Object Segmentation (VOS) learn low-level pixel-to-pixel correspondences between frames to propagate object masks across video. This requires a large amount of densely annotated video data, which…

Computer Vision and Pattern Recognition · Computer Science 2022-11-23 Ali Athar , Jonathon Luiten , Alexander Hermans , Deva Ramanan , Bastian Leibe

3D human-object interaction (HOI) anticipation aims to predict the future motion of humans and their manipulated objects, conditioned on the historical context. Generally, the articulated humans and rigid objects exhibit different motion…

Computer Vision and Pattern Recognition · Computer Science 2025-08-12 Xiaotong Lin , Tianming Liang , Jian-Fang Hu , Kun-Yu Lin , Yulei Kang , Chunwei Tian , Jianhuang Lai , Wei-Shi Zheng

Video-based visual relation detection tasks, such as video scene graph generation, play important roles in fine-grained video understanding. However, current video visual relation detection datasets have two main limitations that hinder the…

Computer Vision and Pattern Recognition · Computer Science 2024-04-09 Tao Wu , Runyu He , Gangshan Wu , Limin Wang

In light of the mounting imperative for public security, the necessity for automated threat detection in high-risk scenarios is becoming increasingly pressing. However, existing methods generally suffer from the problems of uninterpretable…

Computer Vision and Pattern Recognition · Computer Science 2025-07-29 Yuhan Wang , Cheng Liu , Daou Zhang , Zihan Zhao , Jinyang Chen , Purui Dong , Zuyuan Yu , Ziru Wang , Weichao Wu
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