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Video recognition has been advanced in recent years by benchmarks with rich annotations. However, research is still mainly limited to human action or sports recognition - focusing on a highly specific video understanding task and thus…

计算机视觉与模式识别 · 计算机科学 2020-12-16 Ali Diba , Mohsen Fayyaz , Vivek Sharma , Manohar Paluri , Jurgen Gall , Rainer Stiefelhagen , Luc Van Gool

Hand pose estimation (HPE) can be used for a variety of human-computer interaction applications such as gesture-based control for physical or virtual/augmented reality devices. Recent works have shown that videos or multi-view images carry…

计算机视觉与模式识别 · 计算机科学 2021-09-27 Leyla Khaleghi , Alireza Sepas Moghaddam , Joshua Marshall , Ali Etemad

Recent advances in self-supervised representation learning have enabled more efficient and robust model performance without relying on extensive labeled data. However, most works are still focused on images, with few working on videos and…

计算机视觉与模式识别 · 计算机科学 2023-06-05 Anirudh Sriram , Adrien Gaidon , Jiajun Wu , Juan Carlos Niebles , Li Fei-Fei , Ehsan Adeli

Holistic methods based on dense trajectories are currently the de facto standard for recognition of human activities in video. Whether holistic representations will sustain or will be superseded by higher level video encoding in terms of…

计算机视觉与模式识别 · 计算机科学 2014-07-29 Leonid Pishchulin , Mykhaylo Andriluka , Bernt Schiele

Image-to-video (I2V) generation seeks to produce realistic motion sequences from a single reference image. Although recent methods exhibit strong temporal consistency, they often struggle when dealing with complex, non-repetitive human…

计算机视觉与模式识别 · 计算机科学 2025-07-01 Ashkan Taghipour , Morteza Ghahremani , Mohammed Bennamoun , Farid Boussaid , Aref Miri Rekavandi , Zinuo Li , Qiuhong Ke , Hamid Laga

Despite significant recent advances in the field of head pose estimation and facial expression recognition, raising the cognitive level when analysing human activity presents serious challenges to current concepts. Motivated by the need of…

计算机视觉与模式识别 · 计算机科学 2017-03-17 Grigorios Kalliatakis , Nikolaos Vidakis , Georgios Triantafyllidis

Script event induction, which aims to predict the subsequent event based on the context, is a challenging task in NLP, achieving remarkable success in practical applications. However, human events are mostly recorded and presented in the…

计算机视觉与模式识别 · 计算机科学 2025-10-28 Qile Su , Shoutai Zhu , Shuai Zhang , Baoyu Liang , Chao Tong

Multiple-object tracking and behavior analysis have been the essential parts of surveillance video analysis for public security and urban management. With billions of surveillance video captured all over the world, multiple-object tracking…

计算机视觉与模式识别 · 计算机科学 2020-07-29 Guojun Yin , Bin Liu , Huihui Zhu , Tao Gong , Nenghai Yu

This paper presents a new large scale multi-person tracking dataset -- \texttt{PersonPath22}, which is over an order of magnitude larger than currently available high quality multi-object tracking datasets such as MOT17, HiEve, and MOT20…

计算机视觉与模式识别 · 计算机科学 2022-11-07 Bing Shuai , Alessandro Bergamo , Uta Buechler , Andrew Berneshawi , Alyssa Boden , Joseph Tighe

We are interested in developing an automated system for detection of organized movements in human crowds. Computer vision algorithms can extract information from videos of crowded scenes and automatically detect and track groups of…

计算机视觉与模式识别 · 计算机科学 2025-08-12 Alexandre Matov

Event cameras, with their high dynamic range (HDR) and low latency, offer a promising alternative for robust depth estimation in challenging environments. However, many event-based depth estimation approaches are constrained by small-scale…

计算机视觉与模式识别 · 计算机科学 2025-11-06 Sadiq Layi Macaulay , Nimet Kaygusuz , Simon Hadfield

Recent advancements in visual generation technologies have markedly increased the scale and availability of video datasets, which are crucial for training effective video generation models. However, a significant lack of high-quality,…

计算机视觉与模式识别 · 计算机科学 2025-01-07 Hui Li , Mingwang Xu , Yun Zhan , Shan Mu , Jiaye Li , Kaihui Cheng , Yuxuan Chen , Tan Chen , Mao Ye , Jingdong Wang , Siyu Zhu

Most natural videos contain numerous events. For example, in a video of a "man playing a piano", the video might also contain "another man dancing" or "a crowd clapping". We introduce the task of dense-captioning events, which involves both…

计算机视觉与模式识别 · 计算机科学 2017-05-03 Ranjay Krishna , Kenji Hata , Frederic Ren , Li Fei-Fei , Juan Carlos Niebles

Video generation models have developed rapidly in recent years, where generating natural human motion plays a pivotal role. However, accurately evaluating the quality of generated human motion video remains a significant challenge. Existing…

计算机视觉与模式识别 · 计算机科学 2026-04-29 Bingzi Zhang , Kaisi Guan , Ruihua Song

Recent advances in diffusion models have significantly improved conditional video generation, particularly in the pose-guided human image animation task. Although existing methods are capable of generating high-fidelity and time-consistent…

计算机视觉与模式识别 · 计算机科学 2026-03-19 Shuolin Xu , Siming Zheng , Ziyi Wang , HC Yu , Jinwei Chen , Huaqi Zhang , Daquan Zhou , Tong-Yee Lee , Bo Li , Peng-Tao Jiang

We present HumanEdit, a high-quality, human-rewarded dataset specifically designed for instruction-guided image editing, enabling precise and diverse image manipulations through open-form language instructions. Previous large-scale editing…

计算机视觉与模式识别 · 计算机科学 2025-05-07 Jinbin Bai , Wei Chow , Ling Yang , Xiangtai Li , Juncheng Li , Hanwang Zhang , Shuicheng Yan

Monocular egocentric 3D human motion capture is a challenging and actively researched problem. Existing methods use synchronously operating visual sensors (e.g. RGB cameras) and often fail under low lighting and fast motions, which can be…

计算机视觉与模式识别 · 计算机科学 2024-04-15 Christen Millerdurai , Hiroyasu Akada , Jian Wang , Diogo Luvizon , Christian Theobalt , Vladislav Golyanik

Human crowds exhibit a wide range of interesting patterns, and measuring them is of great interest in areas ranging from psychology and social science to civil engineering. While \textit{in situ} measurements of human crowd patterns require…

适应与自组织系统 · 物理学 2023-12-29 Zexu Li , Lei Fang

Security is an important topic in our contemporary world, and the ability to automate the detection of any events of interest that can take place in a crowd is of great interest to a population. We hypothesize that the detection of events…

The diverse relationships among real-world events, including coreference, temporal, causal, and subevent relations, are fundamental to understanding natural languages. However, two drawbacks of existing datasets limit event relation…

计算与语言 · 计算机科学 2022-11-15 Xiaozhi Wang , Yulin Chen , Ning Ding , Hao Peng , Zimu Wang , Yankai Lin , Xu Han , Lei Hou , Juanzi Li , Zhiyuan Liu , Peng Li , Jie Zhou