MetaStream: Live Volumetric Content Capture, Creation, Delivery, and Rendering in Real Time
Yongjie Guan, Xueyu Hou, Nan Wu, Bo Han, Tao Han
摘要
While recent work explored streaming volumetric content on-demand, there is little effort on live volumetric video streaming that bears the potential of bringing more exciting applications than its on-demand counterpart. To fill this critical gap, in this paper, we propose MetaStream, which is, to the best of our knowledge, the first practical live volumetric content capture, creation, delivery, and rendering system for immersive applications such as virtual, augmented, and mixed reality. To address the key challenge of the stringent latency requirement for processing and streaming a huge amount of 3D data, MetaStream integrates several innovations into a holistic system, including dynamic camera calibration, edge-assisted object segmentation, cross-camera redundant point removal, and foveated volumetric content rendering. We implement a prototype of MetaStream using commodity devices and extensively evaluate its performance. Our results demonstrate that MetaStream achieves low-latency live volumetric video streaming at close to 30 frames per second on WiFi networks. Compared to state-of-the-art systems, MetaStream reduces end-to-end latency by up to 31.7% while improving visual quality by up to 12.5%.
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引用它的顶会 Paper7
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它引用的顶会 Paper6
- PU-GAN: A Point Cloud Upsampling Adversarial NetworkRuihui Li, Xianzhi Li, Chi-Wing Fu, Daniel Cohen-Or 等ICCV 2019 · 被引用 496 次
- Neural-Enhanced Live Streaming: Improving Live Video Ingest via Online LearningJaehong Kim, Youngmok Jung, Hyunho Yeo, Juncheol Ye 等SIGCOMM 2020 · 被引用 132 次
- NEMO: enabling neural-enhanced video streaming on commodity mobile devicesHyunho Yeo, Chan Ju Chong, Youngmok Jung, Juncheol Ye 等MobiCom 2020 · 被引用 118 次
- GROOT: a real-time streaming system of high-fidelity volumetric videosKyungjin Lee, Juheon Yi, Youngki Lee, Sunghyun Choi 等MobiCom 2020 · 被引用 114 次
- An Analysis of Delay in Live 360° Video Streaming SystemsJun Yi, Md Reazul Islam, Shivang Aggarwal, Dimitrios Koutsonikolas 等ACM MM 2020 · 被引用 23 次
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