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Related papers: PCIE_Interaction Solution for Ego4D Social Interac…

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In this report, we present the ReLER@ZJU-Alibaba submission to the Ego4D Natural Language Queries (NLQ) Challenge in CVPR 2022. Given a video clip and a text query, the goal of this challenge is to locate a temporal moment of the video clip…

Computer Vision and Pattern Recognition · Computer Science 2022-09-07 Naiyuan Liu , Xiaohan Wang , Xiaobo Li , Yi Yang , Yueting Zhuang

We present a vision-action policy that won 1st place in the 2025 BEHAVIOR Challenge - a large-scale benchmark featuring 50 diverse long-horizon household tasks in photo-realistic simulation, requiring bimanual manipulation, navigation, and…

Robotics · Computer Science 2025-12-23 Ilia Larchenko , Gleb Zarin , Akash Karnatak

We propose a self-supervised algorithm to learn representations from egocentric video data. Recently, significant efforts have been made to capture humans interacting with their own environments as they go about their daily activities. In…

Computer Vision and Pattern Recognition · Computer Science 2022-09-28 Himangi Mittal , Pedro Morgado , Unnat Jain , Abhinav Gupta

This paper reports our solution for ACM Multimedia ViCo 2022 Conversational Head Generation Challenge, which aims to generate vivid face-to-face conversation videos based on audio and reference images. Our solution focuses on training a…

Computer Vision and Pattern Recognition · Computer Science 2022-08-03 Ailin Huang , Zhewei Huang , Shuchang Zhou

Social dynamics in close human interactions pose significant challenges for Human Mesh Estimation (HME), particularly due to the complexity of physical contacts and the scarcity of training data. Addressing these challenges, we introduce a…

Computer Vision and Pattern Recognition · Computer Science 2024-10-02 Laura Bravo-Sánchez , Jaewoo Heo , Zhenzhen Weng , Kuan-Chieh Wang , Serena Yeung-Levy

End-to-end motion planning is promising for simplifying complex autonomous driving pipelines. However, challenges such as scene understanding and effective prediction for decision-making continue to present substantial obstacles to its…

This project proposes an attention-aware LLM that integrates EEG and eye tracking to monitor and measure user attention dynamically. To realize this, the project will integrate real-time EEG and eye-tracking data into an LLM-based…

Human-Computer Interaction · Computer Science 2025-11-11 Dan Zhang

Short-term object interaction anticipation is an important task in egocentric video analysis, including precise predictions of future interactions and their timings as well as the categories and positions of the involved active objects. To…

Computer Vision and Pattern Recognition · Computer Science 2024-07-09 Hyunjin Cho , Dong Un Kang , Se Young Chun

This paper explores privacy-compliant group-level emotion recognition ''in-the-wild'' within the EmotiW Challenge 2023. Group-level emotion recognition can be useful in many fields including social robotics, conversational agents,…

Artificial Intelligence · Computer Science 2023-12-12 Anderson Augusma , Dominique Vaufreydaz , Frédérique Letué

Large Language Model (LLM) personas with explicit specifications of attributes, background, and behavioural tendencies are increasingly used to simulate human conversations for tasks such as user modeling, social reasoning, and behavioural…

Computation and Language · Computer Science 2026-03-04 Eliseo Bao , Anxo Perez , Xi Wang , Javier Parapar

Large language models (LLMs) enable increasingly capable tutoring-style conversational agents, yet effective tutoring requires sensitivity to learners' affective and cognitive states beyond text alone. Facial expressions provide immediate…

Human-Computer Interaction · Computer Science 2026-04-20 Shuangquan Feng , Laura Fleig , Ruisen Tu , Philip Chi , Edmund Bu , Melinda Ozel , Junhua Ma , Teng Fei , Virginia R. de Sa

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

Understanding the world from multiple perspectives is essential for intelligent systems operating together, where segmenting common objects across different views remains an open problem. We introduce a new approach that re-defines…

Computer Vision and Pattern Recognition · Computer Science 2025-09-26 Lorenzo Mur-Labadia , Maria Santos-Villafranca , Jesus Bermudez-Cameo , Alejandro Perez-Yus , Ruben Martinez-Cantin , Jose J. Guerrero

In this report, we present our champion solution for Ego4D EgoSchema Challenge in CVPR 2024. To deeply integrate the powerful egocentric captioning model and question reasoning model, we propose a novel Hierarchical Comprehension scheme for…

Computer Vision and Pattern Recognition · Computer Science 2024-10-30 Haoyu Zhang , Yuquan Xie , Yisen Feng , Zaijing Li , Meng Liu , Liqiang Nie

This report presents the CuriosAI team's submission to the EgoExo4D Proficiency Estimation Challenge at CVPR 2025. We propose two methods for multi-view skill assessment: (1) a multi-task learning framework using Sapiens-2B that jointly…

In this technical report, we describe the Guided-Attention mechanism based solution for the short-term anticipation (STA) challenge for the EGO4D challenge. It combines the object detections, and the spatiotemporal features extracted from…

Computer Vision and Pattern Recognition · Computer Science 2023-10-05 Sanket Thakur , Cigdem Beyan , Pietro Morerio , Vittorio Murino , Alessio Del Bue

Temporal understanding in autonomous driving (AD) remains a significant challenge, even for recent state-of-the-art (SoTA) Vision-Language Models (VLMs). Prior work has introduced datasets and benchmarks aimed at improving temporal…

Computer Vision and Pattern Recognition · Computer Science 2025-12-18 Kevin Cannons , Saeed Ranjbar Alvar , Mohammad Asiful Hossain , Ahmad Rezaei , Mohsen Gholami , Alireza Heidarikhazaei , Zhou Weimin , Yong Zhang , Mohammad Akbari

Vivid talking face generation holds immense potential applications across diverse multimedia domains, such as film and game production. While existing methods accurately synchronize lip movements with input audio, they typically ignore…

Computer Vision and Pattern Recognition · Computer Science 2024-06-13 Jiadong Liang , Feng Lu

Active speaker detection (ASD) in egocentric videos presents unique challenges due to unstable viewpoints, motion blur, and off-screen speech sources - conditions under which traditional visual-centric methods degrade significantly. We…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Yu Wang , Juhyung Ha , David J. Crandall

We present an overview of the Spatio-temporal Instance Segmentation (SIS) challenge held in conjunction with the CVPR 2025 Event-based Vision Workshop. The task is to predict accurate pixel-level segmentation masks of defined object classes…