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Omnidirectional videos (ODVs) are redefining viewer experiences in virtual reality (VR) by offering an unprecedented full field-of-view (FOV). This study extends the domain of saliency prediction to 360-degree environments, addressing the…

计算机视觉与模式识别 · 计算机科学 2025-08-29 Mert Cokelek , Halit Ozsoy , Nevrez Imamoglu , Cagri Ozcinar , Inci Ayhan , Erkut Erdem , Aykut Erdem

The spherical domain representation of 360 video/image presents many challenges related to the storage, processing, transmission and rendering of omnidirectional videos (ODV). Models of human visual attention can be used so that only a…

计算机视觉与模式识别 · 计算机科学 2020-11-24 Yasser Dahou , Marouane Tliba , Kevin McGuinness , Noel O'Connor

360$^\circ$ video saliency detection is one of the challenging benchmarks for 360$^\circ$ video understanding since non-negligible distortion and discontinuity occur in the projection of any format of 360$^\circ$ videos, and capture-worthy…

计算机视觉与模式识别 · 计算机科学 2022-09-20 Heeseung Yun , Sehun Lee , Gunhee Kim

Field of view (FoV) prediction is critical in 360-degree video multicast, which is a key component of the emerging Virtual Reality (VR) and Augmented Reality (AR) applications. Most of the current prediction methods combining saliency…

计算机视觉与模式识别 · 计算机科学 2022-02-01 Jie Li , Ling Han , Cong Zhang , Qiyue Li , Zhi Liu

Visual saliency prediction for omnidirectional videos (ODVs) has shown great significance and necessity for omnidirectional videos to help ODV coding, ODV transmission, ODV rendering, etc.. However, most studies only consider visual…

计算机视觉与模式识别 · 计算机科学 2023-11-10 Yuxin Zhu , Xilei Zhu , Huiyu Duan , Jie Li , Kaiwei Zhang , Yucheng Zhu , Li Chen , Xiongkuo Min , Guangtao Zhai

Saliency estimation has received growing attention in recent years due to its importance in a wide range of applications. In the context of 360-degree video, it has been particularly valuable for tasks such as viewport prediction and…

计算机视觉与模式识别 · 计算机科学 2026-02-05 Mahmoud Z. A. Wahba , Francesco Barbato , Sara Baldoni , Federica Battisti

Image-based salient object detection (ISOD) in 360{\deg} scenarios is significant for understanding and applying panoramic information. However, research on 360{\deg} ISOD has not been widely explored due to the lack of large, complex,…

计算机视觉与模式识别 · 计算机科学 2022-09-28 Junjie Wu , Changqun Xia , Tianshu Yu , Jia Li

In this paper, we deal with the task of text-driven saliency detection in 360-degrees videos. For this, we introduce the TSV360 dataset which includes 16,000 triplets of ERP frames, textual descriptions of salient objects/events in these…

计算机视觉与模式识别 · 计算机科学 2025-10-01 Ioannis Kontostathis , Evlampios Apostolidis , Vasileios Mezaris

As virtual reality gains popularity, the demand for controllable creation of immersive and dynamic omnidirectional videos (ODVs) is increasing. While previous text-to-ODV generation methods achieve impressive results, they struggle with…

计算机视觉与模式识别 · 计算机科学 2024-12-13 Weiqi Li , Shijie Zhao , Chong Mou , Xuhan Sheng , Zhenyu Zhang , Qian Wang , Junlin Li , Li Zhang , Jian Zhang

Understanding and predicting viewer attention in omnidirectional videos (ODVs) is crucial for enhancing user engagement in virtual and augmented reality applications. Although both audio and visual modalities are essential for saliency…

计算机视觉与模式识别 · 计算机科学 2025-05-06 Yuxin Zhu , Huiyu Duan , Kaiwei Zhang , Yucheng Zhu , Xilei Zhu , Long Teng , Xiongkuo Min , Guangtao Zhai

The prediction of Visual Attention data from any kind of media is of valuable use to content creators and used to efficiently drive encoding algorithms. With the current trend in the Virtual Reality (VR) field, adapting known techniques to…

计算机视觉与模式识别 · 计算机科学 2018-05-11 Rafael Monroy , Sebastian Lutz , Tejo Chalasani , Aljosa Smolic

This paper introduces a new framework to predict visual attention of omnidirectional images. The key setup of our architecture is the simultaneous prediction of the saliency map and a corresponding scanpath for a given stimulus. The…

计算机视觉与模式识别 · 计算机科学 2022-01-04 Mohamed Amine Kerkouri , Marouane Tliba , Aladine Chetouani , Mohamed Sayeh

The recent success of immersive applications is pushing the research community to define new approaches to process 360{\deg} images and videos and optimize their transmission. Among these, saliency estimation provides a powerful tool that…

计算机视觉与模式识别 · 计算机科学 2025-09-16 Mahmoud Z. A. Wahba , Sara Baldoni , Federica Battisti

As 360{\deg} cameras become prevalent in many autonomous systems (e.g., self-driving cars and drones), efficient 360{\deg} perception becomes more and more important. We propose a novel self-supervised learning approach for predicting the…

计算机视觉与模式识别 · 计算机科学 2018-11-14 Fu-En Wang , Hou-Ning Hu , Hsien-Tzu Cheng , Juan-Ting Lin , Shang-Ta Yang , Meng-Li Shih , Hung-Kuo Chu , Min Sun

Omnidirectional Videos (or 360{\deg} videos) are widely used in Virtual Reality (VR) to facilitate immersive and interactive viewing experiences. However, the limited spatial resolution in 360{\deg} videos does not allow for each degree of…

多媒体 · 计算机科学 2025-06-19 Arbind Agrahari Baniya , Tsz-Kwan Lee , Peter W. Eklund , Sunil Aryal

Omnidirectional videos (ODVs) provide an immersive visual experience by capturing the 360{\deg} scene. With the rapid advancements in virtual/augmented reality, metaverse, and generative artificial intelligence, the demand for high-quality…

计算机视觉与模式识别 · 计算机科学 2025-08-07 Hongyu An , Xinfeng Zhang , Shijie Zhao , Li Zhang , Ruiqin Xiong

Over the past decade, many computational saliency prediction models have been proposed for 2D images and videos. Considering that the human visual system has evolved in a natural 3D environment, it is only natural to want to design visual…

计算机视觉与模式识别 · 计算机科学 2018-03-14 Amin Banitalebi-Dehkordi , Mahsa T. Pourazad , Panos Nasiopoulos

Saliency prediction can be of great benefit for 360-degree image/video applications, including compression, streaming , rendering and viewpoint guidance. It is therefore quite natural to adapt the 2D saliency prediction methods for…

图像与视频处理 · 电气工程与系统科学 2020-02-24 Ibrahim Djemai , Sid Fezza , Wassim Hamidouche , Olivier Deforges

Vision-based object tracking has boosted extensive autonomous applications for unmanned aerial vehicles (UAVs). However, the dynamic changes in flight maneuver and viewpoint encountered in UAV tracking pose significant difficulties, e.g. ,…

计算机视觉与模式识别 · 计算机科学 2023-03-09 Liangliang Yao , Changhong Fu , Sihang Li , Guangze Zheng , Junjie Ye

We present a system for converting a fully panoramic ($360^\circ$) video into a normal field-of-view (NFOV) hyperlapse for an optimal viewing experience. Our system exploits visual saliency and semantics to non-uniformly sample in space and…

计算机视觉与模式识别 · 计算机科学 2017-10-11 Wei-Sheng Lai , Yujia Huang , Neel Joshi , Chris Buehler , Ming-Hsuan Yang , Sing Bing Kang
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