Publications

[TOMM 2024] Demonstrative Learning for Human-Agent Knowledge Transfer

We propose a comprehensive system that combines the SDL paradigm with the TDL paradigm in VR from a top-down perspective.

Xiaonuo Dongye, Haiyan Jiang, Dongdong Weng, Zhenliang Zhang

[TOMM 2024] Demonstrative Learning for Human-Agent Knowledge Transfer

[MM 2024] In Situ 3D Scene Synthesis for Ubiquitous Embodied Interfaces

In this paper, we propose a scene agent that synthesizes situated 3D virtual scenes as a kind of ubiquitous embodied interface in VR for users. The scene agent synthesizes scenes by perceiving the user’s physical environment as well as inferring the user’s demands.

Haiyan Jiang, Leiyu Song, Dongdong Weng, Zhe Sun, Huiying Li, Xiaonuo Dongye, Zhenliang Zhang

[MM 2024] In Situ 3D Scene Synthesis for Ubiquitous Embodied Interfaces

[ICLR 2024] Bongard-OpenWorld: Few-Shot Reasoning for Free-form Visual Concepts in the Real World

In this paper, We introduce Bongard-OpenWorld, a new benchmark for evaluating real-world few-shot reasoning for machine vision.

Rujie Wu, Xiaojian Ma, Zhenliang Zhang, Wei Wang, Qing Li, Song-Chun Zhu, Yizhou Wang

[ICLR 2024] Bongard-OpenWorld: Few-Shot Reasoning for Free-form Visual Concepts in the Real World

[VR 2024] On the Emergence of Symmetrical Reality

In this paper, we introduce the symmetrical reality framework, which offers a unified representation encompassing various forms of physical-virtual amalgamations.

Zhenliang Zhang, Zeyu Zhang, Ziyuan Jiao, Yao Su, Hangxin Liu, Wei Wang, Song-Chun Zhu

[VR 2024] On the Emergence of Symmetrical Reality

[TOG/SiggraphAsia 2023] Commonsense Knowledge-Driven Joint Reasoning Approach for Object Retrieval in Virtual Reality

we propose a commonsense knowledge-driven joint reasoning approach for object retrieval, where human grasping gestures and context are modeled using an And-Or graph (AOG).

Haiyan Jiang, Dongdong Weng, Xiaonuo Dongye, Le Luo, Zhenliang Zhang

[TOG/SiggraphAsia 2023] Commonsense Knowledge-Driven Joint Reasoning Approach for Object Retrieval in Virtual Reality

[UIST 2023] Neighbor-Environment Observer: An Intelligent Agent for Immersive Working Companionship

In this paper, we propose a joint observation strategy for artificial agents to support users across virtual and physical environments.

Zhe Sun, Qixuan Liang, Meng Wang, Zhenliang Zhang

[UIST 2023] Neighbor-Environment Observer: An Intelligent Agent for Immersive Working Companionship

[Engineering 2023] The tong test: Evaluating artificial general intelligence through dynamic embodied physical and social interactions

The Tong test describes a value- and ability-oriented testing system that delineates five levels of AGI milestones through a virtual environment with DEPSI, allowing for infinite task generation.

Yujia Peng, Jiaheng Han, Zhenliang Zhang, Lifeng Fan, Tengyu Liu, Siyuan Qi, Xue Feng, Yuxi Ma, Yizhou Wang, Song-Chun Zhu

[Engineering 2023] The tong test: Evaluating artificial general intelligence through dynamic embodied physical and social interactions

[Virtual Reality 2023] DexHand: dexterous hand manipulation motion synthesis for virtual reality

We propose a neural network-based finger movement generation approach, enabling the generation of plausible hand motions interacting with objects.

Haiyan Jiang, Dongdong Weng, Zhen Song, Xiaonuo Dongye, Zhenliang Zhang

[Virtual Reality 2023] DexHand: dexterous hand manipulation motion synthesis for virtual reality

[VR 2023] Building symmetrical reality systems for cooperative manipulation

In this paper, we discuss the symmetrical reality-based human-robot interaction and show the general pipeline of building the symmetrical reality system with two minds.

Zhenliang Zhang

[VR 2023] Building symmetrical reality systems for cooperative manipulation

[Engineering 2023] A reconfigurable data glove for reconstructing physical and virtual grasps

We present a reconfigurable data glove design to capture different modes of human hand-object interactions, which are critical in training embodied artificial intelligence (AI) agents for fine manipulation tasks.

Hangxin Liu, Zeyu Zhang, Ziyuan Jiao, Zhenliang Zhang, Mingchen Li, Chenfanfu Jiang, Yixin Zhu, Song-Chun Zhu

[Engineering 2023] A reconfigurable data glove for reconstructing physical and virtual grasps

[VR 2021] Symmetrical cognition between physical humans and virtual agents

In this paper, we discuss the cognition problem from some perspectives, i.e., attention, perception, pattern recognition, and communication.

Zhenliang Zhang

[VR 2021] Symmetrical cognition between physical humans and virtual agents

[ISMAR 2020] Understanding physical common sense in symmetrical reality

We emphasize the bi-directional mechanical control within the symmetrical reality framework and why free wills of machines can break the common sense.

Zhenliang Zhang

[ISMAR 2020] Understanding physical common sense in symmetrical reality

[ISMAR 2020] Machine intelligence matters: Rethink human-robot collaboration based on symmetrical reality

We introduce the contents of the symmetrical reality-based human-robot collaboration and interpret the humanrobot collaboration from the perspective of equivalent interaction.

Zhenliang Zhang, Xuejiao Wang

[ISMAR 2020] Machine intelligence matters: Rethink human-robot collaboration based on symmetrical reality

[IROS 2020] Graph-based hierarchical knowledge representation for robot task transfer from virtual to physical world

We study the hierarchical knowledge transfer problem using a cloth-folding task, wherein the agent is first given a set of human demonstrations in the virtual world using an Oculus Headset, and later transferred and validated on a physical Baxter robot.

Zhenliang Zhang, Yixin Zhu, Song-Chun Zhu

[IROS 2020] Graph-based hierarchical knowledge representation for robot task transfer from virtual to physical world

[VR 2020] Extracting and transferring hierarchical knowledge to robots using virtual reality

We study the knowledge transfer problem by training the task of folding clothes in the virtual world using an Oculus Headset and …

Zhenliang Zhang, Jie Guo, Dongdong Weng, Yue Liu, Yongtian Wang

[VR 2020] Extracting and transferring hierarchical knowledge to robots using virtual reality

[VR 2020] Exploring the differences of visual discomfort caused by long-term immersion between virtual environments and physical environments

To investigate the effects of visual discomfort caused by long-term immersing in virtual environments (VEs), we conducted a comparative …

Jie Guo, Dongdong Weng, Hui Fang, Zhenliang Zhang, Jiaming Ping, Yue Liu, Yongtian Wang

[IROS 2019] Toward an efficient hybrid interaction paradigm for object manipulation in optical see-through mixed reality

Human-computer interaction (HCI) plays an important role in the near-field mixed reality, in which the hand-based interaction is one of …

Zhenliang Zhang, Dongdong Weng, Jie Guo, Yue Liu, Yongtian Wang

[ISMAR 2019] Mixed reality office system based on maslow’s hierarchy of needs: Towards the long-term immersion in virtual environments

In a mixed reality (MR) environment that combines the physical objects with the virtual environments, users’ feelings are …

Jie Guo, Dongdong Weng, Zhenliang Zhang, Haiyan Jiang, Yue Liu, Yongtian Wang, Henry Been-Lirn Duh

[ISMAR 2019] Mixed reality office system based on maslow’s hierarchy of needs: Towards the long-term immersion in virtual environments

[Sensors 2019] HiFinger: One-handed text entry technique for virtual environments based on touches between fingers

We present a text entry technique called HiFinger, which is an eyes-free, one-handed wearable text entry technique for immersive …

Haiyan Jiang, Dongdong Weng, Zhenliang Zhang, Feng Chen

[Sensors 2019] HiFinger: One-handed text entry technique for virtual environments based on touches between fingers

[TURC 2019] VRGym: A virtual testbed for physical and interactive AI

We propose VRGym, a virtual reality testbed for realistic human-robot interaction. Different from existing toolkits and virtual reality environments, the VRGym emphasizes on building and training both physical and interactive agents for robotics, machine learning, and cognitive science.

Xu Xie, Hangxin Liu, Zhenliang Zhang, Yuxing Qiu, Feng Gao, Siyuan Qi, Yixin Zhu, Song-Chun Zhu

[TURC 2019] VRGym: A virtual testbed for physical and interactive AI

[ICRA 2019] High-fidelity grasping in virtual reality using a glove-based system

This paper presents a design that jointly provides hand pose sensing, hand localization, and haptic feedback to facilitate real-time …

Hangxin Liu, Zhenliang Zhang, Xu Xie, Yixin Zhu, Yue Liu, Yongtian Wang, Song-Chun Zhu

[ICRA 2019] High-fidelity grasping in virtual reality using a glove-based system

[VR 2019] Symmetrical reality: Toward a unified framework for physical and virtual reality

In this paper, we review the background of physical reality, virtual reality, and some traditional mixed forms of them. Based on the …

Zhenliang Zhang, Cong Wang, Dongdong Weng, Yue Liu, Yongtian Wang

[VR 2019] Symmetrical reality: Toward a unified framework for physical and virtual reality

[VR 2019] Evaluation of maslows hierarchy of needs on long-term use of HMDs - A case study of office environment

Long-term exposure to VR will become more and more important, but what we need for long term immersion to meet users fundamental needs …

Jie Guo, Dongdong Weng, Zhenliang Zhang, Yue Liu, Yongtian Wang

[VR 2019] Evaluation of maslows hierarchy of needs on long-term use of HMDs - A case study of office environment

[SID 2019] Vision-tangible interactive display method for mixed and virtual reality: Toward the human-centered editable reality

Building a human-centered editable world can be fully realized in a virtual environment. Both mixed reality (MR) and virtual reality …

Zhenliang Zhang, Yue Li, Jie Guo, Dongdong Weng, Yue Liu, Yongtian Wang

[SID 2019] Vision-tangible interactive display method for mixed and virtual reality: Toward the human-centered editable reality

[SID 2019] Subjective and objective evaluation of visual fatigue caused by continuous and discontinuous use of HMDs

During continuous use of displays, a short rest can relax users’ eyes and relieve visual fatigue. As one of the most important …

Jie Guo, Dongdong Weng, Zhenliang Zhang, Yue Liu, Henry B.L. Duh, Yongtian Wang

[SID 2019] Subjective and objective evaluation of visual fatigue caused by continuous and discontinuous use of HMDs

[PhotonicsAsia 2018] Depth-aware interactive display method for vision-tangible mixed reality

Vision-tangible mixed reality (VTMR) is a further development of the traditional mixed reality. It provides an experience of directly …

Zhenliang Zhang, Yue Li, Jie Guo, Dongdong Weng, Yue Liu, Yongtian Wang

[PhotonicsAsia 2018] Depth-aware interactive display method for vision-tangible mixed reality

[ISMAR 2018] Inverse augmented reality: A virtual agent's perspective

We propose a framework called inverse augmented reality (IAR) which describes the scenario that a virtual agent living in the virtual …

Zhenliang Zhang, Dongdong Weng, Haiyan Jiang, Yue Liu, Yongtian Wang

[ISMAR 2018] Inverse augmented reality: A virtual agent's perspective

[ISMAR 2018] HiKeyb: High-efficiency mixed reality system for text entry

Text entry is an imperative issue to be addressed in current entry systems for virtual environments (VEs). The entry method using a …

Haiyan Jiang, Dongdong Weng, Zhenliang Zhang, Yihua Bao, Yufei Jia, Mengman Nie

[ISMAR 2018] HiKeyb: High-efficiency mixed reality system for text entry

[SID 2018] Task-driven latent active correction for physics-inspired input method in near-field mixed reality applications

Calibration accuracy is one of the most important factors to affect the user experience in mixed reality applications. For a typical …

Zhenliang Zhang, Yue Li, Jie Guo, Dongdong Weng, Yue Liu, Yongtian Wang

[Optical Engineering 2018] Enhancing data acquisition for calibration of optical see-through head-mounted displays

Single point active alignment method is a widely used calibration method for optical-see-through head-mounted displays (OST-HMDs) since …

Zhenliang Zhang, Dongdong Weng, Jie Guo, Yue Liu, Yongtian Wang, Hua Huang

[ChineseCHI 2018] Employing different viewpoints for remote guidance in a collaborative augmented environment

This paper details the design, implementation and an initial evaluation of a collaborative platform named OptoBridge, which is aimed at …

Hongling Sun, Yue Liu, Zhenliang Zhang, Xiaoxu Liu, Yongtian Wang

[ChineseCHI 2018] Employing different viewpoints for remote guidance in a collaborative augmented environment

[VR 2018] Physics-inspired input method for near-field mixed reality applications using latent active correction

Calibration accuracy is one of the most important factors to affect the user experience in mixed reality applications. For a typical …

Zhenliang Zhang, Yue Li, Dongdong Weng, Yue Liu, Yongtian Wang

[VR 2018] Physics-inspired input method for near-field mixed reality applications using latent active correction

[VR 2018] Inverse virtual reality: Intelligence-driven mutually mirrored world

Since artificial intelligence has been integrated into virtual reality, a new branch of virtual reality, which is called inverse …

Zhenliang Zhang, Benyang Cao, Jie Guo, Dongdong Weng, Yue Liu, Yongtian Wang

[VR 2018] Inverse virtual reality: Intelligence-driven mutually mirrored world

[VR 2018] Evaluation of hand-based interaction for near-field mixed reality with optical see-through head-mounted displays

Hand-based interaction is one of the most widely-used interaction modes in the applications based on optical see-through head-mounted …

Zhenliang Zhang, Benyang Cao, Dongdong Weng, Yue Liu, Yongtian Wang, Hua Huang

[VR 2018] Evaluation of hand-based interaction for near-field mixed reality with optical see-through head-mounted displays

[ISMAR 2017] An accurate calibration method for optical see-through head-mounted displays based on actual eye-observation model

Single point active alignment method (SPAAM) has become the basic calibration method for optical-see-through head-mounted displays …

Zhenliang Zhang, Dongdong Weng, Jie Guo, Yue Liu, Yongtian Wang

[ISMAR 2017] An accurate calibration method for optical see-through head-mounted displays based on actual eye-observation model

[VR 2017] RIDE: Region-induced data enhancement method for dynamic calibration of optical see-through head-mounted displays

The most commonly used single point active alignment method (SPAAM) is based on a static pinhole camera model, in which it is assumed …

Zhenliang Zhang, Dongdong Weng, Yue Liu, Yongtian Wang, Xinjun Zhao

[VR 2017] RIDE: Region-induced data enhancement method for dynamic calibration of optical see-through head-mounted displays

[OzCHI 2016] OptoBridge: Assisting skill acquisition in the remote experimental collaboration

In this paper an experimental teaching platform named OptoBridge is presented which supports the sharing of the collaborative space for …

Hongling Sun, Zhenliang Zhang, Yue Liu, Henry BL Duh

[OzCHI 2016] OptoBridge: Assisting skill acquisition in the remote experimental collaboration

[ICVRV 2016] A modular calibration framework for 3D interaction system based on optical see-through head-mounted displays in augmented reality

With the rapid development of Virtual and Augmented Reality systems, it becomes more and more important to develop an efficient …

Zhenliang Zhang, Dongdong Weng, Yue Liu, Yongtian Wang

[ICVRV 2016] A modular calibration framework for 3D interaction system based on optical see-through head-mounted displays in augmented reality

[ICOPEN 2015] 3D optical see-through head-mounted display based augmented reality system and its application

The combination of health and entertainment becomes possible due to the development of wearable augmented reality equipment and …

Zhenliang Zhang, Dongdong Weng, Yue Liu, Xiang Li

[ICOPEN 2015] 3D optical see-through head-mounted display based augmented reality system and its application