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Self-recording eating behaviors is a step towards a healthy lifestyle recommended by many health professionals. However, the current practice of manually recording eating activities using paper records or smartphone apps is often…

人机交互 · 计算机科学 2024-08-01 Vineet Parikh , Saif Mahmud , Devansh Agarwal , Ke Li , François Guimbretière , Cheng Zhang

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

As a flexible passive 3D sensing means, unsupervised learning of depth from monocular videos is becoming an important research topic. It utilizes the photometric errors between the target view and the synthesized views from its adjacent…

计算机视觉与模式识别 · 计算机科学 2021-08-31 Hualie Jiang , Laiyan Ding , Zhenglong Sun , Rui Huang

The problem of action recognition involves locating the action in the video, both over time and spatially in the image. The dominant current approaches use supervised learning to solve this problem, and require large amounts of annotated…

计算机视觉与模式识别 · 计算机科学 2020-03-30 Sathyanarayanan N. Aakur , Sudeep Sarkar

Learning to infer labels in an open world, i.e., in an environment where the target ``labels'' are unknown, is an important characteristic for achieving autonomy. Foundation models, pre-trained on enormous amounts of data, have shown…

计算机视觉与模式识别 · 计算机科学 2024-05-06 Sanjoy Kundu , Shubham Trehan , Sathyanarayanan N. Aakur

Egocentric sensors such as AR/VR devices capture human-object interactions and offer the potential to provide task-assistance by recalling 3D locations of objects of interest in the surrounding environment. This capability requires instance…

计算机视觉与模式识别 · 计算机科学 2024-06-10 Yunhan Zhao , Haoyu Ma , Shu Kong , Charless Fowlkes

We are interested in anticipating as early as possible the target location of a person's object manipulation action in a 3D workspace from egocentric vision. It is important in fields like human-robot collaboration, but has not yet received…

计算机视觉与模式识别 · 计算机科学 2022-03-25 Yiming Li , Ziang Cao , Andrew Liang , Benjamin Liang , Luoyao Chen , Hang Zhao , Chen Feng

We present a novel method for simultaneous learning of depth, egomotion, object motion, and camera intrinsics from monocular videos, using only consistency across neighboring video frames as supervision signal. Similarly to prior work, our…

计算机视觉与模式识别 · 计算机科学 2019-10-31 Ariel Gordon , Hanhan Li , Rico Jonschkowski , Anelia Angelova

We tackle the task of reconstructing hand-object interactions from short video clips. Given an input video, our approach casts 3D inference as a per-video optimization and recovers a neural 3D representation of the object shape, as well as…

计算机视觉与模式识别 · 计算机科学 2023-09-12 Yufei Ye , Poorvi Hebbar , Abhinav Gupta , Shubham Tulsiani

We propose to forecast future hand-object interactions given an egocentric video. Instead of predicting action labels or pixels, we directly predict the hand motion trajectory and the future contact points on the next active object (i.e.,…

计算机视觉与模式识别 · 计算机科学 2022-04-05 Shaowei Liu , Subarna Tripathi , Somdeb Majumdar , Xiaolong Wang

First-person video highlights a camera-wearer's activities in the context of their persistent environment. However, current video understanding approaches reason over visual features from short video clips that are detached from the…

计算机视觉与模式识别 · 计算机科学 2023-11-13 Tushar Nagarajan , Santhosh Kumar Ramakrishnan , Ruta Desai , James Hillis , Kristen Grauman

Unsupervised object discovery is commonly interpreted as the task of localizing and/or categorizing objects in visual data without the need for labeled examples. While current object recognition methods have proven highly effective for…

计算机视觉与模式识别 · 计算机科学 2024-11-05 José-Fabian Villa-Vásquez , Marco Pedersoli

Unsupervised object discovery aims to localize objects in images, while removing the dependence on annotations required by most deep learning-based methods. To address this problem, we propose a fully unsupervised, bottom-up approach, for…

计算机视觉与模式识别 · 计算机科学 2022-12-21 Sandra Kara , Hejer Ammar , Florian Chabot , Quoc-Cuong Pham

Wearable cameras allow people to record their daily activities from a user-centered (First Person Vision) perspective. Due to their favorable location, wearable cameras frequently capture the hands of the user, and may thus represent a…

Localizing oneself during endoscopic procedures can be problematic due to the lack of distinguishable textures and landmarks, as well as difficulties due to the endoscopic device such as a limited field of view and challenging lighting…

计算机视觉与模式识别 · 计算机科学 2025-02-03 Gary Sarwin , Alessandro Carretta , Victor Staartjes , Matteo Zoli , Diego Mazzatenta , Luca Regli , Carlo Serra , Ender Konukoglu

We address the challenging task of anticipating human-object interaction in first person videos. Most existing methods ignore how the camera wearer interacts with the objects, or simply consider body motion as a separate modality. In…

计算机视觉与模式识别 · 计算机科学 2020-07-21 Miao Liu , Siyu Tang , Yin Li , James Rehg

With the recently increasing capabilities of modern vehicles, novel approaches for interaction emerged that go beyond traditional touch-based and voice command approaches. Therefore, hand gestures, head pose, eye gaze, and speech have been…

人机交互 · 计算机科学 2022-11-08 Amr Gomaa

The ability to anticipate human-object interactions is highly desirable in an intelligent assistive system in order to guide users during daily life activities and understand their short and long-term goals. Creating systems with such…

计算机视觉与模式识别 · 计算机科学 2026-04-07 Daniele Materia , Francesco Ragusa , Giovanni Maria Farinella

There is a growing interest in the community in making an embodied AI agent perform a complicated task while interacting with an environment following natural language directives. Recent studies have tackled the problem using ALFRED, a…

计算机视觉与模式识别 · 计算机科学 2021-06-08 Van-Quang Nguyen , Masanori Suganuma , Takayuki Okatani

Wearable cameras capture a first-person view of the daily activities of the camera wearer, offering a visual diary of the user behaviour. Detection of the appearance of people the camera user interacts with for social interactions analysis…

计算机视觉与模式识别 · 计算机科学 2019-05-13 Estefania Talavera , Alexandre Cola , Nicolai Petkov , Petia Radeva
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