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Procedural activity understanding requires perceiving human actions in terms of a broader task, where multiple keysteps are performed in sequence across a long video to reach a final goal state -- such as the steps of a recipe or a DIY…

Computer Vision and Pattern Recognition · Computer Science 2023-10-31 Kumar Ashutosh , Santhosh Kumar Ramakrishnan , Triantafyllos Afouras , Kristen Grauman

In this paper, we have worked on reducing burden on mechanic involving complex automobile maintenance activities that are performed in centralised workshops. We have presented a system prototype that combines Augmented Reality with Kinect.…

Computer Vision and Pattern Recognition · Computer Science 2012-07-12 Saket Warade , Jagannath Aghav , Petitpierre Claude , Sandeep Udayagiri

Motivated by the recent potential of mass customization brought by whole-garment knitting machines, we introduce the new problem of automatic machine instruction generation using a single image of the desired physical product, which we…

Computer Vision and Pattern Recognition · Computer Science 2019-06-21 Alexandre Kaspar , Tae-Hyun Oh , Liane Makatura , Petr Kellnhofer , Jacqueline Aslarus , Wojciech Matusik

Human motion video generation has garnered significant research interest due to its broad applications, enabling innovations such as photorealistic singing heads or dynamic avatars that seamlessly dance to music. However, existing surveys…

Computer Vision and Pattern Recognition · Computer Science 2025-09-05 Haiwei Xue , Xiangyang Luo , Zhanghao Hu , Xin Zhang , Xunzhi Xiang , Yuqin Dai , Jianzhuang Liu , Zhensong Zhang , Minglei Li , Jian Yang , Fei Ma , Zhiyong Wu , Changpeng Yang , Zonghong Dai , Fei Richard Yu

Text-to-motion generation, which synthesizes 3D human motions from text inputs, holds immense potential for applications in gaming, film, and robotics. Recently, diffusion-based methods have been shown to generate more diversity and…

Computer Vision and Pattern Recognition · Computer Science 2025-11-25 Wanjiang Weng , Xiaofeng Tan , Junbo Wang , Guo-Sen Xie , Pan Zhou , Hongsong Wang

Recent advancements in models linking natural language with human motions have shown significant promise in motion generation and editing based on instructional text. Motivated by applications in sports coaching and motor skill learning, we…

Computer Vision and Pattern Recognition · Computer Science 2024-12-10 Qihang Fang , Chengcheng Tang , Bugra Tekin , Yanchao Yang

Learning actions from human demonstration is an emerging trend for designing intelligent robotic systems, which can be referred as video to command. The performance of such approach highly relies on the quality of video captioning. However,…

Computer Vision and Pattern Recognition · Computer Science 2019-09-11 Shuo Yang , Wei Zhang , Weizhi Lu , Hesheng Wang , Yibin Li

Learning from human demonstrations has exhibited remarkable achievements in robot manipulation. However, the challenge remains to develop a robot system that matches human capabilities and data efficiency in learning and generalizability,…

Robotics · Computer Science 2024-01-05 Dingkun Guo

Automatic generation of textual video descriptions that are time-aligned with video content is a long-standing goal in computer vision. The task is challenging due to the difficulty of bridging the semantic gap between the visual and…

Computer Vision and Pattern Recognition · Computer Science 2018-09-25 Meera Hahn , Nataniel Ruiz , Jean-Baptiste Alayrac , Ivan Laptev , James M. Rehg

Virtual human animations have a wide range of applications in virtual and augmented reality. While automatic generation methods of animated virtual humans have been developed, assessing their quality remains challenging. Recently,…

Graphics · Computer Science 2025-11-17 Rim Rekik , Stefanie Wuhrer , Ludovic Hoyet , Katja Zibrek , Anne-Hélène Olivier

The field has made significant progress in synthesizing realistic human motion driven by various modalities. Yet, the need for different methods to animate various body parts according to different control signals limits the scalability of…

Computer Vision and Pattern Recognition · Computer Science 2023-11-29 Zixiang Zhou , Yu Wan , Baoyuan Wang

Generating high-quality and diverse human images is an important yet challenging task in vision and graphics. However, existing generative models often fall short under the high diversity of clothing shapes and textures. Furthermore, the…

Computer Vision and Pattern Recognition · Computer Science 2022-06-01 Yuming Jiang , Shuai Yang , Haonan Qiu , Wayne Wu , Chen Change Loy , Ziwei Liu

We consider the problem of generating free-form mobile manipulation instructions based on a target object image and receptacle image. Conventional image captioning models are not able to generate appropriate instructions because their…

Robotics · Computer Science 2025-01-29 Kei Katsumata , Motonari Kambara , Daichi Yashima , Ryosuke Korekata , Komei Sugiura

Inspired by the strong ties between vision and language, the two intimate human sensing and communication modalities, our paper aims to explore the generation of 3D human full-body motions from texts, as well as its reciprocal task,…

Computer Vision and Pattern Recognition · Computer Science 2022-08-08 Chuan Guo , Xinxin Zuo , Sen Wang , Li Cheng

To build general robotic agents that can operate in many environments, it is often imperative for the robot to collect experience in the real world. However, this is often not feasible due to safety, time, and hardware restrictions. We thus…

Robotics · Computer Science 2022-12-09 Kenneth Shaw , Shikhar Bahl , Deepak Pathak

Human video generation is a dynamic and rapidly evolving task that aims to synthesize 2D human body video sequences with generative models given control conditions such as text, audio, and pose. With the potential for wide-ranging…

Computer Vision and Pattern Recognition · Computer Science 2024-07-12 Wentao Lei , Jinting Wang , Fengji Ma , Guanjie Huang , Li Liu

The rise of non-linear and interactive media such as video games has increased the need for automatic movement animation generation. In this survey, we review and analyze different aspects of building automatic movement generation systems…

Machine Learning · Computer Science 2019-03-21 Omid Alemi , Philippe Pasquier

This report reviews recent advancements in human motion prediction, reconstruction, and generation. Human motion prediction focuses on forecasting future poses and movements from historical data, addressing challenges like nonlinear…

Computer Vision and Pattern Recognition · Computer Science 2025-02-25 Canxuan Gang , Yiran Wang

The development of robust, generalized models in human activity recognition (HAR) has been hindered by the scarcity of large-scale, labeled data sets. Recent work has shown that virtual IMU data extracted from videos using computer vision…

Computer Vision and Pattern Recognition · Computer Science 2023-05-08 Zikang Leng , Hyeokhyen Kwon , Thomas Plötz

Collecting high-quality data for training large-scale robotic models typically relies on real robot platforms, which is labor-intensive and costly, whether via teleoperation or scripted demonstrations. To scale data collection, many…

Robotics · Computer Science 2025-12-02 X. Hu , G. Ye