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The availability of the large-scale labeled 3D poses in the Human3.6M dataset plays an important role in advancing the algorithms for 3D human pose estimation from a still image. We observe that recent innovation in this area mainly focuses…

计算机视觉与模式识别 · 计算机科学 2019-04-12 Luyang Wang , Yan Chen , Zhenhua Guo , Keyuan Qian , Mude Lin , Hongsheng Li , Jimmy S. Ren

We present a novel LLM-based pipeline for creating contextual descriptions of human body poses in images using only auxiliary attributes. This approach facilitates the creation of the MPII Pose Descriptions dataset, which includes natural…

计算机视觉与模式识别 · 计算机科学 2024-10-30 Muhammad Saif Ullah Khan , Muhammad Ferjad Naeem , Federico Tombari , Luc Van Gool , Didier Stricker , Muhammad Zeshan Afzal

Interest in physical therapy and individual exercises such as yoga/dance has increased alongside the well-being trend. However, such exercises are hard to follow without expert guidance (which is impossible to scale for personalized…

计算与语言 · 计算机科学 2021-04-06 Hyounghun Kim , Abhay Zala , Graham Burri , Mohit Bansal

We propose a bootstrapping framework to enhance human optical flow and pose. We show that, for videos involving humans in scenes, we can improve both the optical flow and the pose estimation quality of humans by considering the two tasks at…

计算机视觉与模式识别 · 计算机科学 2022-10-31 Aritro Roy Arko , James J. Little , Kwang Moo Yi

Humans have long been recorded in a variety of forms since antiquity. For example, sculptures and paintings were the primary media for depicting human beings before the invention of cameras. However, most current human-centric computer…

计算机视觉与模式识别 · 计算机科学 2023-04-06 Xuan Ju , Ailing Zeng , Jianan Wang , Qiang Xu , Lei Zhang

We explore 3D human pose estimation from a single RGB image. While many approaches try to directly predict 3D pose from image measurements, we explore a simple architecture that reasons through intermediate 2D pose predictions. Our approach…

计算机视觉与模式识别 · 计算机科学 2017-04-12 Ching-Hang Chen , Deva Ramanan

Autonomous robotic systems operating in human environments must understand their surroundings to make accurate and safe decisions. In crowded human scenes with close-up human-robot interaction and robot navigation, a deep understanding…

计算机视觉与模式识别 · 计算机科学 2023-03-14 Edward Vendrow , Duy Tho Le , Jianfei Cai , Hamid Rezatofighi

In this work, we present a novel dataset consisting of eye movements and verbal descriptions recorded synchronously over images. Using this data, we study the differences in human attention during free-viewing and image captioning tasks. We…

计算机视觉与模式识别 · 计算机科学 2019-08-08 Sen He , Hamed R. Tavakoli , Ali Borji , Nicolas Pugeault

With the emergence of LLMs and their integration with other data modalities, multi-modal 3D perception attracts more attention due to its connectivity to the physical world and makes rapid progress. However, limited by existing datasets,…

计算机视觉与模式识别 · 计算机科学 2025-06-10 Ruiyuan Lyu , Jingli Lin , Tai Wang , Shuai Yang , Xiaohan Mao , Yilun Chen , Runsen Xu , Haifeng Huang , Chenming Zhu , Dahua Lin , Jiangmiao Pang

Gaze reflects how humans process visual scenes and is therefore increasingly used in computer vision systems. Previous works demonstrated the potential of gaze for object-centric tasks, such as object localization and recognition, but it…

计算机视觉与模式识别 · 计算机科学 2016-08-19 Yusuke Sugano , Andreas Bulling

3D human pose estimation from a single image is a challenging problem, especially for in-the-wild settings due to the lack of 3D annotated data. We propose two anatomically inspired loss functions and use them with a weakly-supervised…

计算机视觉与模式识别 · 计算机科学 2018-07-05 Rishabh Dabral , Anurag Mundhada , Uday Kusupati , Safeer Afaque , Abhishek Sharma , Arjun Jain

End-to-end deep representation learning has achieved remarkable accuracy for monocular 3D human pose estimation, yet these models may fail for unseen poses with limited and fixed training data. This paper proposes a novel data augmentation…

计算机视觉与模式识别 · 计算机科学 2021-04-12 Shichao Li , Lei Ke , Kevin Pratama , Yu-Wing Tai , Chi-Keung Tang , Kwang-Ting Cheng

Accurate and scalable quantification of animal pose and appearance is crucial for studying behavior. Current 3D pose estimation techniques, such as keypoint- and mesh-based techniques, often face challenges including limited…

计算机视觉与模式识别 · 计算机科学 2026-02-03 Jack Goffinet , Youngjo Min , Carlo Tomasi , David E. Carlson

Recent advancements in computer vision have seen a rise in the prominence of applications using neural networks to understand human poses. However, while accuracy has been steadily increasing on State-of-the-Art datasets, these datasets…

计算机视觉与模式识别 · 计算机科学 2022-06-10 Ghazal Alinezhad Noghre , Armin Danesh Pazho , Justin Sanchez , Nathan Hewitt , Christopher Neff , Hamed Tabkhi

Three-Dimensional (3D) dense captioning is an emerging vision-language bridging task that aims to generate multiple detailed and accurate descriptions for 3D scenes. It presents significant potential and challenges due to its closer…

计算机视觉与模式识别 · 计算机科学 2024-03-13 Ting Yu , Xiaojun Lin , Shuhui Wang , Weiguo Sheng , Qingming Huang , Jun Yu

3D animation of humans in action is quite challenging as it involves using a huge setup with several motion trackers all over the person's body to track the movements of every limb. This is time-consuming and may cause the person discomfort…

图形学 · 计算机科学 2020-02-10 Laxman Kumarapu , Prerana Mukherjee

Human parsing and pose estimation have recently received considerable interest due to their substantial application potentials. However, the existing datasets have limited numbers of images and annotations and lack a variety of human…

计算机视觉与模式识别 · 计算机科学 2018-04-09 Xiaodan Liang , Ke Gong , Xiaohui Shen , Liang Lin

Understanding relations between objects is crucial for understanding the semantics of a visual scene. It is also an essential step in order to bridge visual and language models. However, current state-of-the-art computer vision models still…

计算机视觉与模式识别 · 计算机科学 2025-02-28 Palaash Agrawal , Haidi Azaman , Cheston Tan

A new trend in the computer vision community is to capture objects of interest following flexible human command represented by a natural language prompt. However, the progress of using language prompts in driving scenarios is stuck in a…

计算机视觉与模式识别 · 计算机科学 2025-04-01 Dongming Wu , Wencheng Han , Yingfei Liu , Tiancai Wang , Cheng-zhong Xu , Xiangyu Zhang , Jianbing Shen

This paper investigates the task of 2D human whole-body pose estimation, which aims to localize dense landmarks on the entire human body including face, hands, body, and feet. As existing datasets do not have whole-body annotations,…

计算机视觉与模式识别 · 计算机科学 2020-07-24 Sheng Jin , Lumin Xu , Jin Xu , Can Wang , Wentao Liu , Chen Qian , Wanli Ouyang , Ping Luo