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Image-to-video adaptation seeks to efficiently adapt image models for use in the video domain. Instead of finetuning the entire image backbone, many image-to-video adaptation paradigms use lightweight adapters for temporal modeling on top…

计算机视觉与模式识别 · 计算机科学 2024-07-10 Rui Qian , Shuangrui Ding , Dahua Lin

We tackle the task of scalable unsupervised object-centric representation learning on 3D scenes. Existing approaches to object-centric representation learning show limitations in generalizing to larger scenes as their learning processes…

计算机视觉与模式识别 · 计算机科学 2023-09-26 Tianyu Wang , Kee Siong Ng , Miaomiao Liu

We propose a method for object-aware 3D egocentric pose estimation that tightly integrates kinematics modeling, dynamics modeling, and scene object information. Unlike prior kinematics or dynamics-based approaches where the two components…

计算机视觉与模式识别 · 计算机科学 2022-11-01 Zhengyi Luo , Ryo Hachiuma , Ye Yuan , Kris Kitani

Estimating rigid objects' poses is one of the fundamental problems in computer vision, with a range of applications across automation and augmented reality. Most existing approaches adopt one network per object class strategy, depend…

计算机视觉与模式识别 · 计算机科学 2024-10-14 Jianyu Zhao , Wei Quan , Bogdan J. Matuszewski

Most existing approaches to training object detectors rely on fully supervised learning, which requires the tedious manual annotation of object location in a training set. Recently there has been an increasing interest in developing weakly…

计算机视觉与模式识别 · 计算机科学 2017-05-03 Zhiyuan Shi , Parthipan Siva , Tao Xiang

We are motivated by the need for a generic object proposal generation algorithm which achieves good balance between object detection recall, proposal localization quality and computational efficiency. We propose a novel object proposal…

计算机视觉与模式识别 · 计算机科学 2017-05-23 Ziming Zhang , Yun Liu , Xi Chen , Yanjun Zhu , Ming-Ming Cheng , Venkatesh Saligrama , Philip H. S. Torr

Egocentric vision is an emerging field of computer vision that is characterized by the acquisition of images and video from the first person perspective. In this paper we address the challenge of egocentric human action recognition by…

计算机视觉与模式识别 · 计算机科学 2019-05-03 Georgios Kapidis , Ronald Poppe , Elsbeth van Dam , Lucas P. J. J. Noldus , Remco C. Veltkamp

3D object detection models that exploit both LiDAR and camera sensor features are top performers in large-scale autonomous driving benchmarks. A transformer is a popular network architecture used for this task, in which so-called object…

计算机视觉与模式识别 · 计算机科学 2024-10-28 Mathijs R. van Geerenstein , Felicia Ruppel , Klaus Dietmayer , Dariu M. Gavrila

Egocentric temporal action segmentation in videos is a crucial task in computer vision with applications in various fields such as mixed reality, human behavior analysis, and robotics. Although recent research has utilized advanced…

计算机视觉与模式识别 · 计算机科学 2023-05-25 Sakib Reza , Balaji Sundareshan , Mohsen Moghaddam , Octavia Camps

The choice of representation plays a key role in self-driving. Bird's eye view (BEV) representations have shown remarkable performance in recent years. In this paper, we propose to learn object-centric representations in BEV to distill a…

计算机视觉与模式识别 · 计算机科学 2024-07-23 Shadi Hamdan , Fatma Güney

Multisensory object-centric perception, reasoning, and interaction have been a key research topic in recent years. However, the progress in these directions is limited by the small set of objects available -- synthetic objects are not…

机器人学 · 计算机科学 2021-11-09 Ruohan Gao , Yen-Yu Chang , Shivani Mall , Li Fei-Fei , Jiajun Wu

Recent approaches have successfully focused on the segmentation of static reconstructions, thereby equipping downstream applications with semantic 3D understanding. However, the world in which we live is dynamic, characterized by numerous…

机器人学 · 计算机科学 2025-03-12 Tjark Behrens , René Zurbrügg , Marc Pollefeys , Zuria Bauer , Hermann Blum

Weakly supervised object localization (WSOL) is a challenging task to localize the object by only category labels. However, there is contradiction between classification and localization because accurate classification network tends to pay…

计算机视觉与模式识别 · 计算机科学 2022-01-04 Ming Li

Egocentric video-language pretraining has significantly advanced video representation learning. Humans perceive and interact with a fully 3D world, developing spatial awareness that extends beyond text-based understanding. However, most…

计算机视觉与模式识别 · 计算机科学 2025-12-05 Boshen Xu , Yuting Mei , Xinbi Liu , Sipeng Zheng , Qin Jin

On a minute-to-minute basis people undergo numerous fluid interactions with objects that barely register on a conscious level. Recent neuroscientific research demonstrates that humans have a fixed size prior for salient objects. This…

计算机视觉与模式识别 · 计算机科学 2015-11-10 Gedas Bertasius , Hyun Soo Park , Jianbo Shi

Egocentric visual context detection can support intelligence augmentation applications. We created a wearable system, called PAL, for wearable, personalized, and privacy-preserving egocentric visual context detection. PAL has a wearable…

计算机视觉与模式识别 · 计算机科学 2021-05-25 Mina Khan , Pattie Maes

Estimating human pose using a front-facing egocentric camera is essential for applications such as sports motion analysis, VR/AR, and AI for wearable devices. However, many existing methods rely on RGB cameras and do not account for…

计算机视觉与模式识别 · 计算机科学 2025-05-29 Wataru Ikeda , Masashi Hatano , Ryosei Hara , Mariko Isogawa

Accurately estimating and forecasting human body pose is important for enhancing the user's sense of immersion in Augmented Reality. Addressing this need, our paper introduces EgoCast, a bimodal method for 3D human pose forecasting using…

计算机视觉与模式识别 · 计算机科学 2024-12-05 Maria Escobar , Juanita Puentes , Cristhian Forigua , Jordi Pont-Tuset , Kevis-Kokitsi Maninis , Pablo Arbelaez

Egocentric videos provide valuable insights into human interactions with the physical world, which has sparked growing interest in the computer vision and robotics communities. A critical challenge in fully understanding the geometry and…

计算机视觉与模式识别 · 计算机科学 2025-07-15 Chengbo Yuan , Geng Chen , Li Yi , Yang Gao

Augmented reality (AR) displays become more and more popular recently, because of its high intuitiveness for humans and high-quality head-mounted display have rapidly developed. To achieve such displays with augmented information, highly…

计算机视觉与模式识别 · 计算机科学 2015-06-22 Kuan-Wen Chen , Chun-Hsin Wang , Xiao Wei , Qiao Liang , Ming-Hsuan Yang , Chu-Song Chen , Yi-Ping Hung