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In online action detection, the goal is to detect the start of an action in a video stream as soon as it happens. For instance, if a child is chasing a ball, an autonomous car should recognize what is going on and respond immediately. This…

Computer Vision and Pattern Recognition · Computer Science 2016-08-31 Roeland De Geest , Efstratios Gavves , Amir Ghodrati , Zhenyang Li , Cees Snoek , Tinne Tuytelaars

Recent advances in world models have demonstrated strong capabilities in simulating physical reality, making them an increasingly important foundation for embodied intelligence. For UAV agents in particular, accurate prediction of complex…

Computer Vision and Pattern Recognition · Computer Science 2026-04-10 Zile Guo , Zhan Chen , Enze Zhu , Kan Wei , Yongkang Zou , Xiaoxuan Liu , Lei Wang

As research on action recognition matures, the focus is shifting away from categorizing basic task-oriented actions using hand-segmented video datasets to understanding complex goal-oriented daily human activities in real-world settings.…

Computer Vision and Pattern Recognition · Computer Science 2016-03-18 Hilde Kuehne , Juergen Gall , Thomas Serre

The creation of large, diverse, high-quality robot manipulation datasets is an important stepping stone on the path toward more capable and robust robotic manipulation policies. However, creating such datasets is challenging: collecting…

Robotics · Computer Science 2025-04-23 Alexander Khazatsky , Karl Pertsch , Suraj Nair , Ashwin Balakrishna , Sudeep Dasari , Siddharth Karamcheti , Soroush Nasiriany , Mohan Kumar Srirama , Lawrence Yunliang Chen , Kirsty Ellis , Peter David Fagan , Joey Hejna , Masha Itkina , Marion Lepert , Yecheng Jason Ma , Patrick Tree Miller , Jimmy Wu , Suneel Belkhale , Shivin Dass , Huy Ha , Arhan Jain , Abraham Lee , Youngwoon Lee , Marius Memmel , Sungjae Park , Ilija Radosavovic , Kaiyuan Wang , Albert Zhan , Kevin Black , Cheng Chi , Kyle Beltran Hatch , Shan Lin , Jingpei Lu , Jean Mercat , Abdul Rehman , Pannag R Sanketi , Archit Sharma , Cody Simpson , Quan Vuong , Homer Rich Walke , Blake Wulfe , Ted Xiao , Jonathan Heewon Yang , Arefeh Yavary , Tony Z. Zhao , Christopher Agia , Rohan Baijal , Mateo Guaman Castro , Daphne Chen , Qiuyu Chen , Trinity Chung , Jaimyn Drake , Ethan Paul Foster , Jensen Gao , Vitor Guizilini , David Antonio Herrera , Minho Heo , Kyle Hsu , Jiaheng Hu , Muhammad Zubair Irshad , Donovon Jackson , Charlotte Le , Yunshuang Li , Kevin Lin , Roy Lin , Zehan Ma , Abhiram Maddukuri , Suvir Mirchandani , Daniel Morton , Tony Nguyen , Abigail O'Neill , Rosario Scalise , Derick Seale , Victor Son , Stephen Tian , Emi Tran , Andrew E. Wang , Yilin Wu , Annie Xie , Jingyun Yang , Patrick Yin , Yunchu Zhang , Osbert Bastani , Glen Berseth , Jeannette Bohg , Ken Goldberg , Abhinav Gupta , Abhishek Gupta , Dinesh Jayaraman , Joseph J Lim , Jitendra Malik , Roberto Martín-Martín , Subramanian Ramamoorthy , Dorsa Sadigh , Shuran Song , Jiajun Wu , Michael C. Yip , Yuke Zhu , Thomas Kollar , Sergey Levine , Chelsea Finn

Deep learning for human action recognition in videos is making significant progress, but is slowed down by its dependency on expensive manual labeling of large video collections. In this work, we investigate the generation of synthetic…

Computer Vision and Pattern Recognition · Computer Science 2017-07-20 César Roberto de Souza , Adrien Gaidon , Yohann Cabon , Antonio Manuel López Peña

Significant progress has been made in spatial intelligence, spanning both spatial reconstruction and world exploration. However, the scalability and real-world fidelity of current models remain severely constrained by the scarcity of…

Computer Vision and Pattern Recognition · Computer Science 2025-12-19 Jiahao Wang , Yufeng Yuan , Rujie Zheng , Youtian Lin , Jian Gao , Lin-Zhuo Chen , Yajie Bao , Yi Zhang , Chang Zeng , Yanxi Zhou , Xiao-Xiao Long , Hao Zhu , Zhaoxiang Zhang , Xun Cao , Yao Yao

Smart factories use advanced technologies to optimize production and increase efficiency. To this end, the recognition of worker activity allows for accurate quantification of performance metrics, improving efficiency holistically while…

Computer Vision and Pattern Recognition · Computer Science 2026-03-04 Hymalai Bello , Lala Ray , Joanna Sorysz , Sungho Suh , Paul Lukowicz

Understanding dynamic 4D scenes from an egocentric perspective-modeling changes in 3D spatial structure over time-is crucial for human-machine interaction, autonomous navigation, and embodied intelligence. While existing egocentric datasets…

Computer Vision and Pattern Recognition · Computer Science 2025-11-18 Junsheng Huang , Shengyu Hao , Bocheng Hu , Hongwei Wang , Gaoang Wang

Video action recognition is one of the representative tasks for video understanding. Over the last decade, we have witnessed great advancements in video action recognition thanks to the emergence of deep learning. But we also encountered…

Computer Vision and Pattern Recognition · Computer Science 2020-12-14 Yi Zhu , Xinyu Li , Chunhui Liu , Mohammadreza Zolfaghari , Yuanjun Xiong , Chongruo Wu , Zhi Zhang , Joseph Tighe , R. Manmatha , Mu Li

Imitation learning field requires expert data to train agents in a task. Most often, this learning approach suffers from the absence of available data, which results in techniques being tested on its dataset. Creating datasets is a…

Machine Learning · Computer Science 2024-03-04 Nathan Gavenski , Michael Luck , Odinaldo Rodrigues

Existing goal-oriented dialogue datasets focus mainly on identifying slots and values. However, customer support interactions in reality often involve agents following multi-step procedures derived from explicitly-defined company policies…

Computation and Language · Computer Science 2021-04-05 Derek Chen , Howard Chen , Yi Yang , Alex Lin , Zhou Yu

We release two artificial datasets, Simulated Flying Shapes and Simulated Planar Manipulator that allow to test the learning ability of video processing systems. In particular, the dataset is meant as a tool which allows to easily assess…

Computer Vision and Pattern Recognition · Computer Science 2018-07-03 Fabio Ferreira , Jonas Rothfuss , Eren Erdal Aksoy , You Zhou , Tamim Asfour

Despite the fact that many 3D human activity benchmarks being proposed, most existing action datasets focus on the action recognition tasks for the segmented videos. There is a lack of standard large-scale benchmarks, especially for current…

Computer Vision and Pattern Recognition · Computer Science 2017-03-29 Chunhui Liu , Yueyu Hu , Yanghao Li , Sijie Song , Jiaying Liu

Following complex instructions in conversational assistants can be quite daunting due to the shorter attention and memory spans when compared to reading the same instructions. Hence, when conversational assistants walk users through the…

Computation and Language · Computer Science 2023-09-21 Rafael Ferreira , David Semedo , João Magalhães

While existing video benchmarks largely consider specialized downstream tasks like retrieval or question-answering (QA), contemporary multimodal AI systems must be capable of well-rounded common-sense reasoning akin to human visual…

Computer Vision and Pattern Recognition · Computer Science 2024-06-17 Kate Sanders , Benjamin Van Durme

We introduce TechTrack, a new dataset for tracking entities in technical procedures. The dataset, prepared by annotating open domain articles from WikiHow, consists of 1351 procedures, e.g., "How to connect a printer", identifies more than…

Computation and Language · Computer Science 2021-04-16 Saransh Goyal , Pratyush Pandey , Garima Gaur , Subhalingam D , Srikanta Bedathur , Maya Ramanath

Despite the significant impact of visual events on human cognition, understanding events in videos remains a challenging task for AI due to their complex structures, semantic hierarchies, and dynamic evolution. To address this, we propose…

Computer Vision and Pattern Recognition · Computer Science 2025-06-04 Baoyu Liang , Qile Su , Shoutai Zhu , Yuchen Liang , Chao Tong

Cooking recipes allow individuals to exchange culinary ideas and provide food preparation instructions. Due to a lack of adequate labeled data, categorizing raw recipes found online to the appropriate food genres is a challenging task in…

Computation and Language · Computer Science 2023-06-14 Nazmus Sakib , G. M. Shahariar , Md. Mohsinul Kabir , Md. Kamrul Hasan , Hasan Mahmud

In the domain of video surveillance, describing the behavior of each individual within the video is becoming increasingly essential, especially in complex scenarios with multiple individuals present. This is because describing each…

Computer Vision and Pattern Recognition · Computer Science 2023-10-05 Lingru Zhou , Yiqi Gao , Manqing Zhang , Peng Wu , Peng Wang , Yanning Zhang

Current researches of action recognition mainly focus on single-view and multi-view recognition, which can hardly satisfies the requirements of human-robot interaction (HRI) applications to recognize actions from arbitrary views. The lack…

Computer Vision and Pattern Recognition · Computer Science 2019-04-25 Yanli Ji , Feixiang Xu , Yang Yang , Fumin Shen , Heng Tao Shen , Wei-Shi Zheng
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