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In this report, we present our champion solution for Ego4D Natural Language Queries (NLQ) Challenge in CVPR 2023. Essentially, to accurately ground in a video, an effective egocentric feature extractor and a powerful grounding model are…

Computer Vision and Pattern Recognition · Computer Science 2023-06-28 Zhijian Hou , Lei Ji , Difei Gao , Wanjun Zhong , Kun Yan , Chao Li , Wing-Kwong Chan , Chong-Wah Ngo , Nan Duan , Mike Zheng Shou

Face verification is a well-known image analysis application and is widely used to recognize individuals in contemporary society. However, most real-world recognition systems ignore the importance of protecting the identity-sensitive facial…

Computer Vision and Pattern Recognition · Computer Science 2024-10-30 Huan-Chih Wang , Ja-Ling Wu

Egocentric visual query localization is vital for embodied AI and VR/AR, yet remains challenging due to camera motion, viewpoint changes, and appearance variations. We present EAGLE, a novel framework that leverages episodic appearance- and…

Computer Vision and Pattern Recognition · Computer Science 2025-11-13 Yifei Cao , Yu Liu , Guolong Wang , Zhu Liu , Kai Wang , Xianjie Zhang , Jizhe Yu , Xun Tu

Vision-Language Models (VLMs), pre-trained on large-scale datasets, have shown impressive performance in various visual recognition tasks. This advancement paves the way for notable performance in Zero-Shot Egocentric Action Recognition…

Computer Vision and Pattern Recognition · Computer Science 2024-05-14 Guangzhao Dai , Xiangbo Shu , Wenhao Wu , Rui Yan , Jiachao Zhang

We present EgoCOL, an egocentric camera pose estimation method for open-world 3D object localization. Our method leverages sparse camera pose reconstructions in a two-fold manner, video and scan independently, to estimate the camera pose of…

Computer Vision and Pattern Recognition · Computer Science 2023-06-30 Cristhian Forigua , Maria Escobar , Jordi Pont-Tuset , Kevis-Kokitsi Maninis , Pablo Arbeláez

The proliferation of facial recognition systems presents major privacy risks, driving the need for effective countermeasures. Current adversarial techniques apply generalized methods rather than adapting to individual facial…

Computer Vision and Pattern Recognition · Computer Science 2025-09-23 Paweł Jakub Borsukiewicz , Jordan Samhi , Jacques Klein , Tegawendé F. Bissyandé

In this paper we provide the technique report of Ego4D natural language query challenge in CVPR 2022. Natural language query task is challenging due to the requirement of comprehensive understanding of video contents. Most previous works…

Computer Vision and Pattern Recognition · Computer Science 2022-08-11 Sipeng Zheng , Qi Zhang , Bei Liu , Qin Jin , Jianlong Fu

Large vision-language models (LVLMs) are increasingly deployed in interactive applications such as virtual and augmented reality, where a first-person (egocentric) view captured by head-mounted cameras serves as key input. While this view…

Computer Vision and Pattern Recognition · Computer Science 2025-10-27 Insu Lee , Wooje Park , Jaeyun Jang , Minyoung Noh , Kyuhong Shim , Byonghyo Shim

In this paper, we present the runner-up solution for the Ego4D EgoSchema Challenge at CVPR 2025 (Confirmed on May 20, 2025). Inspired by the success of large models, we evaluate and leverage leading accessible multimodal large models and…

Computer Vision and Pattern Recognition · Computer Science 2025-06-10 Jun Xie , Xiongjun Guan , Yingjian Zhu , Zhaoran Zhao , Xinming Wang , Hongzhu Yi , Feng Chen , Zhepeng Wang

In this paper, we present our solution to the Cross-View Isolated Sign Language Recognition (CV-ISLR) challenge held at WWW 2025. CV-ISLR addresses a critical issue in traditional Isolated Sign Language Recognition (ISLR), where existing…

Computer Vision and Pattern Recognition · Computer Science 2025-02-05 Fei Wang , Kun Li , Yiqi Nie , Zhangling Duan , Peng Zou , Zhiliang Wu , Yuwei Wang , Yanyan Wei

Smart glass is emerging as an useful device since it provides plenty of insights under hands-busy, eyes-on-task situations. To understand the context of the wearer, 6D object pose estimation in egocentric view is becoming essential.…

Computer Vision and Pattern Recognition · Computer Science 2026-03-27 Taegyoon Yoon , Yegyu Han , Seojin Ji , Jaewoo Park , Sojeong Kim , Taein Kwon , Hyung-Sin Kim

Estimating camera wearer's body pose from an egocentric view (egopose) is a vital task in augmented and virtual reality. Existing approaches either use a narrow field of view front facing camera that barely captures the wearer, or an…

Computer Vision and Pattern Recognition · Computer Science 2021-04-13 Hao Jiang , Vamsi Krishna Ithapu

Sharing virtual content among multiple smart glasses wearers is an essential feature of a seamless Collaborative Augmented Reality experience. To enable the sharing, local coordinate systems of the underlying 6D ego-pose trackers, running…

Computer Vision and Pattern Recognition · Computer Science 2020-10-06 Branislav Micusik , Georgios Evangelidis

Face recognition in collaborative learning videos presents many challenges. In collaborative learning videos, students sit around a typical table at different positions to the recording camera, come and go, move around, get partially or…

Computer Vision and Pattern Recognition · Computer Science 2021-10-27 Phuong Tran , Marios Pattichis , Sylvia Celedón-Pattichis , Carlos LópezLeiva

Human gaze provides essential cues for interpreting attention, intention, and social interaction in visual scenes, yet gaze understanding remains largely unexplored in current vision-language models (VLMs). While recent VLMs achieve strong…

Computer Vision and Pattern Recognition · Computer Science 2025-12-25 Shijing Wang , Chaoqun Cui , Yaping Huang , Hyung Jin Chang , Yihua Cheng

Egocentric Video Question Answering (QA) requires models to handle long-horizon temporal reasoning, first-person perspectives, and specialized challenges like frequent camera movement. This paper systematically evaluates both proprietary…

Computer Vision and Pattern Recognition · Computer Science 2025-04-08 Alkesh Patel , Vibhav Chitalia , Yinfei Yang

We tackle the problem of estimating the 3D pose of an individual's upper limbs (arms+hands) from a chest mounted depth-camera. Importantly, we consider pose estimation during everyday interactions with objects. Past work shows that strong…

Computer Vision and Pattern Recognition · Computer Science 2014-12-02 Gregory Rogez , James S. Supancic , Deva Ramanan

Emerging embodied AI applications, such as wearable cameras and autonomous agents, have underscored the need for robust reasoning from first person video streams. We introduce EgoVLM, a vision-language model specifically designed to…

Computer Vision and Pattern Recognition · Computer Science 2025-06-04 Ashwin Vinod , Shrey Pandit , Aditya Vavre , Linshen Liu

With the recent advances in video and 3D understanding, novel 4D spatio-temporal methods fusing both concepts have emerged. Towards this direction, the Ego4D Episodic Memory Benchmark proposed a task for Visual Queries with 3D Localization…

Computer Vision and Pattern Recognition · Computer Science 2023-08-29 Jinjie Mai , Abdullah Hamdi , Silvio Giancola , Chen Zhao , Bernard Ghanem

Face verification systems have seen substantial advancements; however, they often lack transparency in their decision-making processes. In this paper, we introduce an innovative Vision-Language Model (VLM) for Face Verification, which not…

Computer Vision and Pattern Recognition · Computer Science 2026-01-06 Syed Abdul Hannan , Hazim Bukhari , Thomas Cantalapiedra , Eman Ansar , Massa Baali , Rita Singh , Bhiksha Raj