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Shot boundary detection (SBD) is an important component of many video analysis tasks, such as action recognition, video indexing, summarization and editing. Previous work typically used a combination of low-level features like color…

计算机视觉与模式识别 · 计算机科学 2017-05-24 Michael Gygli

Shot boundary detection (SBD) is an important pre-processing step for video manipulation. Here, each segment of frames is classified as either sharp, gradual or no transition. Current SBD techniques analyze hand-crafted features and attempt…

计算机视觉与模式识别 · 计算机科学 2017-07-28 Ahmed Hassanien , Mohamed Elgharib , Ahmed Selim , Sung-Ho Bae , Mohamed Hefeeda , Wojciech Matusik

The short-form videos have explosive popularity and have dominated the new social media trends. Prevailing short-video platforms,~\textit{e.g.}, Kuaishou (Kwai), TikTok, Instagram Reels, and YouTube Shorts, have changed the way we consume…

计算机视觉与模式识别 · 计算机科学 2023-04-14 Wentao Zhu , Yufang Huang , Xiufeng Xie , Wenxian Liu , Jincan Deng , Debing Zhang , Zhangyang Wang , Ji Liu

Shot boundary detection (SBD) is an important first step in many video processing applications. This paper presents a simple modular convolutional neural network architecture that achieves state-of-the-art results on the RAI dataset with…

计算机视觉与模式识别 · 计算机科学 2019-06-11 Tomáš Souček , Jaroslav Moravec , Jakub Lokoč

Shot boundary detection in video is one of the key stages of video data processing. A new method for shot boundary detection based on several video features, such as color histograms and object boundaries, has been proposed. The developed…

计算机视觉与模式识别 · 计算机科学 2021-09-03 Alexander Gushchin , Anastasia Antsiferova , Dmitriy Vatolin

Generic Event Boundary Detection (GEBD) aims to detect moments where humans naturally perceive as event boundaries. In this paper, we present Structured Context Transformer (or SC-Transformer) to solve the GEBD task, which can be trained in…

计算机视觉与模式识别 · 计算机科学 2022-06-08 Congcong Li , Xinyao Wang , Dexiang Hong , Yufei Wang , Libo Zhang , Tiejian Luo , Longyin Wen

Boundary detection is essential for a variety of computer vision tasks such as segmentation and recognition. In this paper we propose a unified formulation and a novel algorithm that are applicable to the detection of different types of…

计算机视觉与模式识别 · 计算机科学 2012-02-17 Marius Leordeanu , Rahul Sukthankar , Cristian Sminchisescu

Scene Change Detection is a challenging task in computer vision and robotics that aims to identify differences between two images of the same scene captured at different times. Traditional change detection methods rely on training models…

机器人学 · 计算机科学 2024-09-24 Shyam Sundar Kannan , Byung-Cheol Min

Detection of video shot transition is a crucial pre-processing step in video analysis. Previous studies are restricted on detecting sudden content changes between frames through similarity measurement and multi-scale operations are widely…

计算机视觉与模式识别 · 计算机科学 2018-08-14 Shitao Tang , Litong Feng , Zhangkui Kuang , Yimin Chen , Wei Zhang

Semi-supervised semantic segmentation (SS-SS) aims to mitigate the heavy annotation burden of dense pixel labeling by leveraging abundant unlabeled images alongside a small labeled set. While current consistency regularization methods…

计算机视觉与模式识别 · 计算机科学 2025-10-01 Haruya Ishikawa , Yoshimitsu Aoki

Understanding actions within surgical workflows is critical for evaluating post-operative outcomes and enhancing surgical training and efficiency. Capturing and analyzing long sequences of actions in surgical settings is challenging due to…

计算机视觉与模式识别 · 计算机科学 2025-06-12 Rezowan Shuvo , M S Mekala , Eyad Elyan

Generic event boundary detection (GEBD) aims to identify natural boundaries in a video, segmenting it into distinct and meaningful chunks. Despite the inherent subjectivity of event boundaries, previous methods have focused on deterministic…

计算机视觉与模式识别 · 计算机科学 2025-08-19 Jaejun Hwang , Dayoung Gong , Manjin Kim , Minsu Cho

We present a method for detecting objects in images using a single deep neural network. Our approach, named SSD, discretizes the output space of bounding boxes into a set of default boxes over different aspect ratios and scales per feature…

计算机视觉与模式识别 · 计算机科学 2016-12-30 Wei Liu , Dragomir Anguelov , Dumitru Erhan , Christian Szegedy , Scott Reed , Cheng-Yang Fu , Alexander C. Berg

Monocular scene understanding is a foundational component of autonomous systems. Within the spectrum of monocular perception topics, one crucial and useful task for holistic 3D scene understanding is semantic scene completion (SSC), which…

计算机视觉与模式识别 · 计算机科学 2024-10-01 Yiming Li , Sihang Li , Xinhao Liu , Moonjun Gong , Kenan Li , Nuo Chen , Zijun Wang , Zhiheng Li , Tao Jiang , Fisher Yu , Yue Wang , Hang Zhao , Zhiding Yu , Chen Feng

Change detection (CD) in remote sensing is vital for applications such as urban monitoring and disaster assessment, yet traditional methods struggle with generalization across diverse scenarios. We present OmniCD, a foundational framework…

计算机视觉与模式识别 · 计算机科学 2026-05-29 Chenhao Sun

Scenes play a crucial role in breaking the storyline of movies and TV episodes into semantically cohesive parts. However, given their complex temporal structure, finding scene boundaries can be a challenging task requiring large amounts of…

计算机视觉与模式识别 · 计算机科学 2021-04-29 Shixing Chen , Xiaohan Nie , David Fan , Dongqing Zhang , Vimal Bhat , Raffay Hamid

Scene text in the wild is commonly presented with high variant characteristics. Using quadrilateral bounding box to localize the text instance is nearly indispensable for detection methods. However, recent researches reveal that introducing…

计算机视觉与模式识别 · 计算机科学 2019-07-30 Yuliang Liu , Sheng Zhang , Lianwen Jin , Lele Xie , Yaqiang Wu , Zhepeng Wang

This paper presents a novel approach for video shot boundary detection. The proposed approach is based on split and merge concept. A fisher linear discriminant criterion is used to guide the process of both splitting and merging. For the…

计算机视觉与模式识别 · 计算机科学 2016-08-25 D. S. Guru , Mahamad Suhil , P. Lolika

Generic Boundary Detection (GBD) aims at locating the general boundaries that divide videos into semantically coherent and taxonomy-free units, and could serve as an important pre-processing step for long-form video understanding. Previous…

计算机视觉与模式识别 · 计算机科学 2022-10-06 Jing Tan , Yuhong Wang , Gangshan Wu , Limin Wang

This work focuses on multi-shot semi-supervised video object segmentation (MVOS), which aims at segmenting the target object indicated by an initial mask throughout a video with multiple shots. The existing VOS methods mainly focus on…

计算机视觉与模式识别 · 计算机科学 2025-11-18 Hengrui Hu , Kaining Ying , Henghui Ding
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