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Video Panoptic Segmentation (VPS) is a challenging task that is extends from image panoptic segmentation.VPS aims to simultaneously classify, track, segment all objects in a video, including both things and stuff. Due to its wide…

计算机视觉与模式识别 · 计算机科学 2024-06-04 Biao Wu , Diankai Zhang , Si Gao , Chengjian Zheng , Shaoli Liu , Ning Wang

Video panoptic segmentation is an advanced task that extends panoptic segmentation by applying its concept to video sequences. In the hope of addressing the challenge of video panoptic segmentation in diverse conditions, We utilize DVIS++…

计算机视觉与模式识别 · 计算机科学 2024-06-10 Ruipu Wu , Jifei Che , Han Li , Chengjing Wu , Ting Liu , Luoqi Liu

In order to deal with the task of video panoptic segmentation in the wild, we propose a robust integrated video panoptic segmentation solution. In our solution, we regard the video panoptic segmentation task as a segmentation target…

计算机视觉与模式识别 · 计算机科学 2023-06-13 Jinming Su , Wangwang Yang , Junfeng Luo , Xiaolin Wei

The third Pixel-level Video Understanding in the Wild (PVUW CVPR 2024) challenge aims to advance the state of art in video understanding through benchmarking Video Panoptic Segmentation (VPS) and Video Semantic Segmentation (VSS) on…

计算机视觉与模式识别 · 计算机科学 2024-06-11 Qingfeng Liu , Mostafa El-Khamy , Kee-Bong Song

Video instance segmentation (VIS) is a critical task with diverse applications, including autonomous driving and video editing. Existing methods often underperform on complex and long videos in real world, primarily due to two factors.…

计算机视觉与模式识别 · 计算机科学 2023-07-17 Tao Zhang , Xingye Tian , Yu Wu , Shunping Ji , Xuebo Wang , Yuan Zhang , Pengfei Wan

Motion Expression guided Video Segmentation (MeViS), as an emerging task, poses many new challenges to the field of referring video object segmentation (RVOS). In this technical report, we investigated and validated the effectiveness of…

计算机视觉与模式识别 · 计算机科学 2024-06-12 Mingqi Gao , Jingnan Luo , Jinyu Yang , Jungong Han , Feng Zheng

We present the \textbf{D}ecoupled \textbf{VI}deo \textbf{S}egmentation (DVIS) framework, a novel approach for the challenging task of universal video segmentation, including video instance segmentation (VIS), video semantic segmentation…

计算机视觉与模式识别 · 计算机科学 2023-12-22 Tao Zhang , Xingye Tian , Yikang Zhou , Shunping Ji , Xuebo Wang , Xin Tao , Yuan Zhang , Pengfei Wan , Zhongyuan Wang , Yu Wu

Video Object Segmentation (VOS) is one of the most fundamental and challenging tasks in computer vision and has a wide range of applications. Most existing methods rely on spatiotemporal memory networks to extract frame-level features and…

计算机视觉与模式识别 · 计算机科学 2025-04-15 Mengjiao Wang , Junpei Zhang , Xu Liu , Yuting Yang , Mengru Ma

In this paper, the task of video panoptic segmentation is studied and two different methods to solve the task will be proposed. Video panoptic segmentation (VPS) is a recently introduced computer vision task that requires classifying and…

计算机视觉与模式识别 · 计算机科学 2021-08-10 Jake Rap , Panagiotis Meletis

Video instance segmentation is a challenging task that serves as the cornerstone of numerous downstream applications, including video editing and autonomous driving. In this report, we present further improvements to the SOTA VIS method,…

计算机视觉与模式识别 · 计算机科学 2023-08-29 Tao Zhang , Xingye Tian , Yikang Zhou , Yu Wu , Shunping Ji , Cilin Yan , Xuebo Wang , Xin Tao , Yuan Zhang , Pengfei Wan

Motion Expression guided Video Segmentation is a challenging task that aims at segmenting objects in the video based on natural language expressions with motion descriptions. Unlike the previous referring video object segmentation (RVOS),…

计算机视觉与模式识别 · 计算机科学 2024-06-21 Bin Cao , Yisi Zhang , Xuanxu Lin , Xingjian He , Bo Zhao , Jing Liu

Video Instance Segmentation (VIS) is a multi-task problem performing detection, segmentation, and tracking simultaneously. Extended from image set applications, video data additionally induces the temporal information, which, if handled…

计算机视觉与模式识别 · 计算机科学 2021-07-12 Thuy C. Nguyen , Tuan N. Tang , Nam LH. Phan , Chuong H. Nguyen , Masayuki Yamazaki , Masao Yamanaka

In this paper, we introduce 3rd place solution for PVUW2023 VSS track. Semantic segmentation is a fundamental task in computer vision with numerous real-world applications. We have explored various image-level visual backbones and…

计算机视觉与模式识别 · 计算机科学 2023-06-07 Shijie Chang , Zeqi Hao , Ben Kang , Xiaoqi Zhao , Jiawen Zhu , Zhenyu Chen , Lihe Zhang , Lu Zhang , Huchuan Lu

Image segmentation for video analysis plays an essential role in different research fields such as smart city, healthcare, computer vision and geoscience, and remote sensing applications. In this regard, a significant effort has been…

计算机视觉与模式识别 · 计算机科学 2021-11-22 Omar Elharrouss , Somaya Al-Maadeed , Nandhini Subramanian , Najmath Ottakath , Noor Almaadeed , Yassine Himeur

Video Panoptic Segmentation (VPS) aims at assigning a class label to each pixel, uniquely segmenting and identifying all object instances consistently across all frames. Classic solutions usually decompose the VPS task into several…

计算机视觉与模式识别 · 计算机科学 2021-12-17 Yi Zhou , Hui Zhang , Hana Lee , Shuyang Sun , Pingjun Li , Yangguang Zhu , ByungIn Yoo , Xiaojuan Qi , Jae-Joon Han

The Depth-aware Video Panoptic Segmentation (DVPS) is a new challenging vision problem that aims to predict panoptic segmentation and depth in a video simultaneously. The previous work solves this task by extending the existing panoptic…

计算机视觉与模式识别 · 计算机科学 2022-12-29 Haobo Yuan , Xiangtai Li , Yibo Yang , Guangliang Cheng , Jing Zhang , Yunhai Tong , Lefei Zhang , Dacheng Tao

Panoptic segmentation has become a new standard of visual recognition task by unifying previous semantic segmentation and instance segmentation tasks in concert. In this paper, we propose and explore a new video extension of this task,…

计算机视觉与模式识别 · 计算机科学 2020-06-23 Dahun Kim , Sanghyun Woo , Joon-Young Lee , In So Kweon

We present the 2017 DAVIS Challenge on Video Object Segmentation, a public dataset, benchmark, and competition specifically designed for the task of video object segmentation. Following the footsteps of other successful initiatives, such as…

计算机视觉与模式识别 · 计算机科学 2018-03-02 Jordi Pont-Tuset , Federico Perazzi , Sergi Caelles , Pablo Arbeláez , Alex Sorkine-Hornung , Luc Van Gool

Video object segmentation is a challenging task that serves as the cornerstone of numerous downstream applications, including video editing and autonomous driving. In this technical report, we briefly introduce the solution of our team…

计算机视觉与模式识别 · 计算机科学 2024-08-27 Jinming Chai , Qin Ma , Junpei Zhang , Licheng Jiao , Fang Liu

We propose and study a task we name panoptic segmentation (PS). Panoptic segmentation unifies the typically distinct tasks of semantic segmentation (assign a class label to each pixel) and instance segmentation (detect and segment each…

计算机视觉与模式识别 · 计算机科学 2019-04-12 Alexander Kirillov , Kaiming He , Ross Girshick , Carsten Rother , Piotr Dollár
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