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Deciphering human behaviors to predict their future paths/trajectories and what they would do from videos is important in many applications. Motivated by this idea, this paper studies predicting a pedestrian's future path jointly with…

计算机视觉与模式识别 · 计算机科学 2019-06-04 Junwei Liang , Lu Jiang , Juan Carlos Niebles , Alexander Hauptmann , Li Fei-Fei

The remarkable progress in computer vision over the last few years is, by and large, attributed to deep learning, fueled by the availability of huge sets of labeled data, and paired with the explosive growth of the GPU paradigm. While…

计算机视觉与模式识别 · 计算机科学 2022-07-01 Alessandro Betti , Marco Gori , Stefano Melacci

Robotic research is often built on approaches that are motivated by insights from self-examination of how we interface with the world. However, given current theories about human cognition and sensory processing, it is reasonable to assume…

机器人学 · 计算机科学 2019-05-15 Martin Hjelm

Encounters between predator and prey play an essential role in ecosystems, but their rarity makes them difficult to detect in video recordings. Although advances in action recognition (AR) and temporal action detection (AD), especially…

计算机视觉与模式识别 · 计算机科学 2024-08-06 Zsófia Katona , Seyed Sahand Mohammadi Ziabari , Fatemeh Karimi Nejadasl

The incorporation of physical information in machine learning frameworks is opening and transforming many application domains. Here the learning process is augmented through the induction of fundamental knowledge and governing physical…

图像与视频处理 · 电气工程与系统科学 2024-05-14 Chayan Banerjee , Kien Nguyen , Clinton Fookes , George Karniadakis

Embodied computer vision considers perception for robots in novel, unstructured environments. Of particular importance is the embodied visual exploration problem: how might a robot equipped with a camera scope out a new environment? Despite…

计算机视觉与模式识别 · 计算机科学 2020-08-24 Santhosh K. Ramakrishnan , Dinesh Jayaraman , Kristen Grauman

Biological intelligence is inherently adaptive -- animals continually adjust their actions based on environmental feedback. However, creating adaptive artificial intelligence (AI) remains a major challenge. The next frontier is to go beyond…

神经元与认知 · 定量生物学 2026-01-06 Mackenzie Weygandt Mathis

The computer vision and robotics research communities are each strong. However progress in computer vision has become turbo-charged in recent years due to big data, GPU computing, novel learning algorithms and a very effective research…

机器人学 · 计算机科学 2020-06-15 Peter Corke , Feras Dayoub , David Hall , John Skinner , Niko Sünderhauf

A core challenge for an agent learning to interact with the world is to predict how its actions affect objects in its environment. Many existing methods for learning the dynamics of physical interactions require labeled object information.…

机器学习 · 计算机科学 2016-10-19 Chelsea Finn , Ian Goodfellow , Sergey Levine

With the recent advances in machine learning, creating agents that behave realistically in simulated air combat has become a growing field of interest. This survey explores the application of machine learning techniques for modeling air…

机器学习 · 计算机科学 2025-10-08 Patrick Ribu Gorton , Andreas Strand , Karsten Brathen

Extracting behavioral measurements non-invasively from video is stymied by the fact that it is a hard computational problem. Recent advances in deep learning have tremendously advanced predicting posture from videos directly, which quickly…

计算机视觉与模式识别 · 计算机科学 2020-11-13 Alexander Mathis , Steffen Schneider , Jessy Lauer , Mackenzie W. Mathis

Recognizing individual animals over time is central to many ecological and conservation questions, including estimating abundance, survival, movement, and social structure. Recent advances in automated identification from images and even…

Deep learning has received increasing interests in face recognition recently. Large quantities of deep learning methods have been proposed to handle various problems appeared in face recognition. Quite a lot deep methods claimed that they…

计算机视觉与模式识别 · 计算机科学 2023-07-07 Na Zhang

Human action recognition is an important problem in computer vision. It has a wide range of applications in surveillance, human-computer interaction, augmented reality, video indexing, and retrieval. The varying pattern of spatio-temporal…

计算机视觉与模式识别 · 计算机科学 2020-09-03 Yogesh S Rawat , Shruti Vyas

Animal vocalisations and natural soundscapes are fascinating objects of study, and contain valuable evidence about animal behaviours, populations and ecosystems. They are studied in bioacoustics and ecoacoustics, with signal processing and…

声音 · 计算机科学 2024-02-01 Dan Stowell

Humans and animals exhibit a range of interesting behaviors in dynamic environments, and it is unclear how our brains actively reformat this dense sensory information to enable these behaviors. Experimental neuroscience is undergoing a…

神经元与认知 · 定量生物学 2023-11-07 Aran Nayebi

Classifying the behavior of humans or animals from videos is important in biomedical fields for understanding brain function and response to stimuli. Action recognition, classifying activities performed by one or more subjects in a trimmed…

计算机视觉与模式识别 · 计算机科学 2023-01-18 Michael Perez , Corey Toler-Franklin

Animal vision is thought to optimize various objectives from metabolic efficiency to discrimination performance, yet its ultimate objective is to facilitate the survival of the animal within its ecological niche. However, modeling animal…

神经与进化计算 · 计算机科学 2024-02-09 Sacha Sokoloski , Jure Majnik , Philipp Berens

Video predictive understanding encompasses a wide range of efforts that are concerned with the anticipation of the unobserved future from the current as well as historical video observations. Action prediction is a major sub-area of video…

计算机视觉与模式识别 · 计算机科学 2021-07-20 He Zhao , Richard P. Wildes

By retracing my scientific journey that began 20 years ago, I highlight in this thesis the need to consider the organization of the brain, which is certainly globally hierarchical, but also highly distributed and mixed in the neuronal…

神经元与认知 · 定量生物学 2025-01-03 David Thura