Saliency detection in 360 videos

Z Zhang, Y Xu, J Yu, S Gao - Proceedings of the European …, 2018 - openaccess.thecvf.com
This paper presents a novel spherical convolutional neural network based scheme for
saliency detection for 360 videos. Specifically, in our spherical convolution neural network …

Cross-modality fusion and progressive integration network for saliency prediction on stereoscopic 3D images

Y Mao, Q Jiang, R Cong, W Gao… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Traditional 2D image-based saliency prediction models suffer from unsatisfactory
performance when dealing with stereoscopic 3D (S3D) images because eye movements in …

A Multi-FoV Viewport-Based Visual Saliency Model Using Adaptive Weighting Losses for 360 Images

FY Chao, L Zhang, W Hamidouche… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
360 media allows observers to explore the scene in all directions. The consequence is that
the human visual attention is guided by not only the perceived area in the viewport but also …

A subjective study of viewer navigation behaviors when watching 360-degree videos on computers

F Duanmu, Y Mao, S Liu, S Srinivasan… - … on Multimedia and …, 2018 - ieeexplore.ieee.org
Virtual reality (VR) applications have become popular recently and rapidly commercialized.
The behaviors of users watching 360-degree omni-directional videos have not been fully …

Deep learning and bidirectional optical flow based viewport predictions for 360° video coding

J Adhuran, G Kulupana, A Fernando - IEEE Access, 2022 - ieeexplore.ieee.org
The rapid development of virtual reality applications continues to urge better compression of
360° videos owing to the large volume of content. These videos are typically converted to 2 …

Viewport prediction method of 360 vr video using sound localization information

E Jeong, D You, C Hyun, BS Seo, N Kim… - … on Ubiquitous and …, 2018 - ieeexplore.ieee.org
For 360 VR video, the user's viewport is portion, but the video needs to be sent to 360°
spheres. So 360 VR video requires large bandwidth. In this paper, we propose a viewport …

3D Pop-Ups: Omnidirectional image visual saliency prediction based on crowdsourced eye-tracking data in VR

S Cheng, Q Lu, Z Shen, Y Liu, Y Hao, T Han - Displays, 2024 - Elsevier
The prediction of the visual saliency of omnidirectional images in VR is valuable for
understanding visual behaviors. However, the equipment cost, software setups, hardware …

Deepdive: A learning-based approach for virtual camera in immersive contents

M Irfan, M Munsif - Virtual Reality & Intelligent Hardware, 2022 - Elsevier
A 360° video stream provide users a choice of viewing one's own point of interest inside the
immersive contents. Performing head or hand manipulations to view the interesting scene in …

Visual attention in omnidirectional video for virtual reality applications

C Ozcinar, A Smolic - 2018 Tenth international conference on …, 2018 - ieeexplore.ieee.org
Understanding of visual attention is crucial for omnidirectional video (ODV) viewed for
instance with a head-mounted display (HMD), where only a fraction of an ODV is rendered …

Spherical Vision Transformer for 360-degree Video Saliency Prediction

M Cokelek, N Imamoglu, C Ozcinar, E Erdem… - arXiv preprint arXiv …, 2023 - arxiv.org
The growing interest in omnidirectional videos (ODVs) that capture the full field-of-view
(FOV) has gained 360-degree saliency prediction importance in computer vision. However …