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In this study, we tackle the complex task of generating 3D human-object interactions (HOI) from textual descriptions in a zero-shot text-to-3D manner. We identify and address two key challenges: the unsatisfactory outcomes of direct…

计算机视觉与模式识别 · 计算机科学 2024-07-17 Sisi Dai , Wenhao Li , Haowen Sun , Haibin Huang , Chongyang Ma , Hui Huang , Kai Xu , Ruizhen Hu

Modeling human-object interactions (HOI) from an egocentric perspective is a critical yet challenging task, particularly when relying on sparse signals from wearable devices like smart glasses and watches. We present ECHO, the first unified…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Ilya A. Petrov , Vladimir Guzov , Riccardo Marin , Emre Aksan , Xu Chen , Daniel Cremers , Thabo Beeler , Gerard Pons-Moll

Detection transformers have been applied to human-object interaction (HOI) detection, enhancing the localization and recognition of human-action-object triplets in images. Despite remarkable progress, this study identifies a critical…

计算机视觉与模式识别 · 计算机科学 2025-09-03 Bin Yang , Yulin Zhang , Hong-Yu Zhou , Sibei Yang

Generating human-object interactions (HOIs) is critical with the tremendous advances of digital avatars. Existing datasets are typically limited to humans interacting with a single object while neglecting the ubiquitous manipulation of…

计算机视觉与模式识别 · 计算机科学 2024-09-12 Xintao Lv , Liang Xu , Yichao Yan , Xin Jin , Congsheng Xu , Shuwen Wu , Yifan Liu , Lincheng Li , Mengxiao Bi , Wenjun Zeng , Xiaokang Yang

This paper introduces the first text-guided work for generating the sequence of hand-object interaction in 3D. The main challenge arises from the lack of labeled data where existing ground-truth datasets are nowhere near generalizable in…

计算机视觉与模式识别 · 计算机科学 2024-04-03 Junuk Cha , Jihyeon Kim , Jae Shin Yoon , Seungryul Baek

Human-Object Interaction (HOI) aims to identify the pairs of humans and objects in images and to recognize their relationships, ultimately forming $\langle human, object, verb \rangle$ triplets. Under default settings, HOI performance is…

计算机视觉与模式识别 · 计算机科学 2024-08-13 Chaoyi Ai

Human-object interaction (HOI) detectors with popular query-transformer architecture have achieved promising performance. However, accurately identifying uncommon visual patterns and distinguishing between ambiguous HOIs continue to be…

计算机视觉与模式识别 · 计算机科学 2024-12-12 Mingda Jia , Liming Zhao , Ge Li , Yun Zheng

Detecting human interactions is crucial for human behavior analysis. Many methods have been proposed to deal with Human-to-Object Interaction (HOI) detection, i.e., detecting in an image which person and object interact together and…

计算机视觉与模式识别 · 计算机科学 2022-01-27 Astrid Orcesi , Romaric Audigier , Fritz Poka Toukam , Bertrand Luvison

The perception and generation of Human-Object Interaction (HOI) are crucial for fields such as robotics, AR/VR, and human behavior understanding. However, current approaches model this task in an offline setting, where information at each…

计算机视觉与模式识别 · 计算机科学 2025-09-17 Yihong Ji , Yunze Liu , Yiyao Zhuo , Weijiang Yu , Fei Ma , Joshua Huang , Fei Yu

Despite significant progress in text-driven 4D human-object interaction (HOI) generation with supervised methods, the scalability remains limited by the scarcity of large-scale 4D HOI datasets. To overcome this, recent approaches attempt…

计算机视觉与模式识别 · 计算机科学 2025-12-17 Sisi Dai , Kai Xu

Amodal completion, which is the process of inferring the full appearance of objects despite partial occlusions, is crucial for understanding complex human-object interactions (HOI) in computer vision and robotics. Existing methods, such as…

计算机视觉与模式识别 · 计算机科学 2025-08-04 Seunggeun Chi , Enna Sachdeva , Pin-Hao Huang , Kwonjoon Lee

Robots are becoming increasingly integrated into our lives, assisting us in various tasks. To ensure effective collaboration between humans and robots, it is essential that they understand our intentions and anticipate our actions. In this…

计算机视觉与模式识别 · 计算机科学 2024-04-09 Esteve Valls Mascaro , Daniel Sliwowski , Dongheui Lee

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,…

机器学习 · 计算机科学 2021-03-09 Zhijun Liang , Juan Rojas , Junfa Liu , Yisheng Guan

Real-world scenes often feature multiple humans interacting with multiple objects in ways that are causal, goal-oriented, or cooperative. Yet existing 3D human-object interaction (HOI) benchmarks consider only a fraction of these complex…

计算机视觉与模式识别 · 计算机科学 2025-12-05 Kaen Kogashi , Anoop Cherian , Meng-Yu Jennifer Kuo

Recovering 3D Human-Object Interaction (HOI) from single color images is challenging due to depth ambiguities, occlusions, and the huge variation in object shape and appearance. Thus, past work requires controlled settings such as known…

计算机视觉与模式识别 · 计算机科学 2025-04-25 Alpár Cseke , Shashank Tripathi , Sai Kumar Dwivedi , Arjun Lakshmipathy , Agniv Chatterjee , Michael J. Black , Dimitrios Tzionas

Generalized 3D hand-object pose estimation from a single RGB image remains challenging due to the large variations in object appearances and interaction patterns, especially under heavy occlusion. We propose GenHOI, a framework for…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Hui Yang , Wei Sun , Jian Liu , Jian Xiao , Tao Xie , Hossein Rahmani , Ajmal Saeed Mian , Nicu Sebe , Gim Hee Lee

Human-Object Interaction (HOI) video reenactment with realistic motion remains a frontier in expressive digital human creation. Existing approaches primarily handle simple image-plane motion (e.g., in-plane translations), struggling with…

Developing deep learning models that effectively learn object-centric representations, akin to human cognition, remains a challenging task. Existing approaches facilitate object discovery by representing objects as fixed-size vectors,…

计算机视觉与模式识别 · 计算机科学 2023-12-11 Aniket Didolkar , Anirudh Goyal , Yoshua Bengio

Large-scale text-to-image (T2I) diffusion models have showcased incredible capabilities in generating coherent images based on textual descriptions, enabling vast applications in content generation. While recent advancements have introduced…

计算机视觉与模式识别 · 计算机科学 2024-02-28 Jiun Tian Hoe , Xudong Jiang , Chee Seng Chan , Yap-Peng Tan , Weipeng Hu

Human-centric video generation has advanced rapidly, yet existing methods struggle to produce controllable and physically consistent Human-Object Interaction (HOI) videos. Existing works rely on dense control signals, template videos, or…

计算机视觉与模式识别 · 计算机科学 2026-03-11 Jiazhi Guan , Quanwei Yang , Luying Huang , Junhao Liang , Borong Liang , Haocheng Feng , Wei He , Kaisiyuan Wang , Hang Zhou , Jingdong Wang