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相关论文: Egocentric Human Trajectory Forecasting with a Wea…

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Trajectory forecasting has become a popular deep learning task due to its relevance for scenario simulation for autonomous driving. Specifically, trajectory forecasting predicts the trajectory of a short-horizon future for specific human…

机器人学 · 计算机科学 2025-03-10 Laura Zheng , Hamidreza Yaghoubi Araghi , Tony Wu , Sandeep Thalapanane , Tianyi Zhou , Ming C. Lin

Egocentric human motion generation and forecasting with scene-context is crucial for enhancing AR/VR experiences, improving human-robot interaction, advancing assistive technologies, and enabling adaptive healthcare solutions by accurately…

计算机视觉与模式识别 · 计算机科学 2025-10-17 Chaitanya Patel , Hiroki Nakamura , Yuta Kyuragi , Kazuki Kozuka , Juan Carlos Niebles , Ehsan Adeli

Learning an agent model that behaves like humans-capable of jointly perceiving the environment, predicting the future, and taking actions from a first-person perspective-is a fundamental challenge in computer vision. Existing methods…

计算机视觉与模式识别 · 计算机科学 2025-09-12 Lu Chen , Yizhou Wang , Shixiang Tang , Qianhong Ma , Tong He , Wanli Ouyang , Xiaowei Zhou , Hujun Bao , Sida Peng

Patterns of human motion in outdoor and indoor environments are substantially different due to the scope of the environment and the typical intentions of people therein. While outdoor trajectory forecasting has received significant…

计算机视觉与模式识别 · 计算机科学 2024-09-04 Luigi Capogrosso , Andrea Toaiari , Andrea Avogaro , Uzair Khan , Aditya Jivoji , Franco Fummi , Marco Cristani

Egocentric, or first-person vision which became popular in recent years with an emerge in wearable technology, is different than exocentric (third-person) vision in some distinguishable ways, one of which being that the camera wearer is…

计算机视觉与模式识别 · 计算机科学 2016-10-11 Jessica Finocchiaro , Aisha Urooj Khan , Ali Borji

To navigate safely in urban environments, an autonomous vehicle (ego vehicle) must understand and anticipate its surroundings, in particular the behavior and intents of other road users (neighbors). Most of the times, multiple decision…

计算机视觉与模式识别 · 计算机科学 2020-10-23 Thibault Buhet , Emilie Wirbel , Andrei Bursuc , Xavier Perrotton

This paper presents a novel approach to pedestrian trajectory prediction for on-board camera systems, which utilizes behavioral features of pedestrians that can be inferred from visual observations. Our proposed method, called…

计算机视觉与模式识别 · 计算机科学 2022-10-24 Phillip Czech , Markus Braun , Ulrich Kreßel , Bin Yang

In the robot follow-ahead task, a mobile robot is tasked to maintain its relative position in front of a moving human actor while keeping the actor in sight. To accomplish this task, it is important that the robot understand the full 3D…

机器人学 · 计算机科学 2024-03-21 Qingyuan Jiang , Burak Susam , Jun-Jee Chao , Volkan Isler

Trajectory prediction is fundamental to various intelligent technologies, such as autonomous driving and robotics. The motion prediction of pedestrians and vehicles helps emergency braking, reduces collisions, and improves traffic safety.…

计算机视觉与模式识别 · 计算机科学 2024-05-14 Yao Liu , Binghao Li , Xianzhi Wang , Claude Sammut , Lina Yao

Egocentric "walking tour" videos provide a rich source of image data to develop rich and diverse visual models of environments around the world. However, the significant presence of humans in frames of these videos due to crowds and…

计算机视觉与模式识别 · 计算机科学 2026-04-01 Yujin Ham , Junho Kim , Vivek Boominathan , Guha Balakrishnan

Robots that navigate through human crowds need to be able to plan safe, efficient, and human predictable trajectories. This is a particularly challenging problem as it requires the robot to predict future human trajectories within a crowd…

机器人学 · 计算机科学 2018-10-31 Anirudh Vemula , Katharina Muelling , Jean Oh

Advanced end-to-end autonomous driving systems predict other vehicles' motions and plan ego vehicle's trajectory. The world model that can foresee the outcome of the trajectory has been used to evaluate the autonomous driving system.…

计算机视觉与模式识别 · 计算机科学 2025-11-20 Jian Zhu , Zhengyu Jia , Tian Gao , Jiaxin Deng , Shidi Li , Lang Zhang , Fu Liu , Peng Jia , Xianpeng Lang

Predicting the future trajectories of pedestrians is a challenging problem that has a range of application, from crowd surveillance to autonomous driving. In literature, methods to approach pedestrian trajectory prediction have evolved,…

计算机视觉与模式识别 · 计算机科学 2021-09-17 Simone Zamboni , Zekarias Tilahun Kefato , Sarunas Girdzijauskas , Noren Christoffer , Laura Dal Col

Forecasting how human hands move in egocentric views is critical for applications like augmented reality and human-robot policy transfer. Recently, several hand trajectory prediction (HTP) methods have been developed to generate future…

计算机视觉与模式识别 · 计算机科学 2026-05-12 Junyi Ma , Wentao Bao , Jingyi Xu , Guanzhong Sun , Yu Zheng , Erhang Zhang , Xieyuanli Chen , Hesheng Wang

Egocentric human pose estimation aims to estimate human body poses and develop body representations from a first-person camera perspective. It has gained vast popularity in recent years because of its wide range of applications in sectors…

计算机视觉与模式识别 · 计算机科学 2024-04-19 Md Mushfiqur Azam , Kevin Desai

What if a video generation model could not only imagine a plausible future, but the correct one, accurately reflecting how the world changes with each action? We address this question by presenting the Egocentric World Model (EgoWM), a…

计算机视觉与模式识别 · 计算机科学 2026-01-22 Anurag Bagchi , Zhipeng Bao , Homanga Bharadhwaj , Yu-Xiong Wang , Pavel Tokmakov , Martial Hebert

Trajectory prediction is a fundamental problem and challenge for autonomous vehicles. Early works mainly focused on designing complicated architectures for deep-learning-based prediction models in normal-illumination environments, which…

计算机视觉与模式识别 · 计算机科学 2022-11-21 Hailong Gong , Zirui Li , Chao Lu , Guodong Du , Jianwei Gong

In recent years, the thriving development of research related to egocentric videos has provided a unique perspective for the study of conversational interactions, where both visual and audio signals play a crucial role. While most prior…

计算机视觉与模式识别 · 计算机科学 2024-04-04 Wenqi Jia , Miao Liu , Hao Jiang , Ishwarya Ananthabhotla , James M. Rehg , Vamsi Krishna Ithapu , Ruohan Gao

We present an approach for identifying the most walkable direction for navigation using a hand-held camera. Our approach extracts semantically rich contextual information from the scene using a custom encoder-decoder architecture for…

计算机视觉与模式识别 · 计算机科学 2017-12-04 Sachin Mehta , Hannaneh Hajishirzi , Linda Shapiro

Tracking a target person from robot-egocentric views is crucial for developing autonomous robots that provide continuous personalized assistance or collaboration in Human-Robot Interaction (HRI) and Embodied AI. However, most existing…

机器人学 · 计算机科学 2025-07-10 Hanjing Ye , Yu Zhan , Weixi Situ , Guangcheng Chen , Jingwen Yu , Ziqi Zhao , Kuanqi Cai , Arash Ajoudani , Hong Zhang