CRII: OAC: Data Collection Infrastructure for Panoramic Video Monitoring in Wildlife Science
CRII: OAC: Data Collection Infrastructure for Panoramic Video Monitoring in Wildlife Science
批准号:
1948467
负责人:
Zhisheng Yan
金额:
$17.5万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2020
资助国家:
美国
项目状态:
已结题
起止时间:
2020-06-15 至 2021-10-31
中文摘要
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英文摘要
Wildlife monitoring has significant scientific and societal impacts. By utilizing remote cameras, biologists and ecologists can monitor and manage wildlife in order to prevent the transmission of zoonotic disease from animals and the invasion of wildlife on crops and livestock. However, current cyberinfrastructure (CI) in wildlife monitoring is limited to normal angle videos with a limited field of view and has caused missing the recording of important events that occurred outside of the direction being filmed. Moreover, existing remote cameras only allow the recording of short videos for a few minutes and thus cannot document many hours of wildlife activity in the monitoring zone. This project proposes methods for panoramic video monitoring that capture 360 degree uninterrupted videos to document complete wildlife activities. The project will allow wildlife scientists to access high fidelity monitoring data in both the spatial and temporal domains. Panoramic videos will not only capture comprehensive details on and near the monitoring site, but also depict the monitoring context of the data collection. The abundant research data and metadata embedded in panoramic videos will enhance the productivity of biologists and ecologists. If successful, the proposed wildlife monitoring CI will accelerate the adoption of panoramic data collection in other field research such as agriculture and archeology. The research outcomes, including the datasets generated and the software developed, will provide an interdisciplinary opportunity for undergraduate research, course curriculum development, and high school outreach activities, especially for underrepresented groups.This project investigates a video collection cyberinfrastructure to enable panoramic wildlife monitoring. The design objective is to archive days to weeks of high resolution video data for long lived monitoring under the limited storage and energy constraints of remote cameras. To this end, this project proposes a framework for collaborative local and networked storage. First, we propose camera computing strategies to understand the scientific value of monitoring content and maximally compress the video with negligible overhead. This would mitigate the overall need for storage. Second, we propose a networked storage scheme to address the intermittent nature of the network in the wild, where only partial video is transported while the remaining video is generated in the receiver. We then schedule compressed video tiles for local storage or networked storage by orchestrating the storage, network and battery resources. Finally, we will develop and deploy the panoramic video monitoring in real wildlife research. We will validate the CI on the Savannah River site and assist wildlife scientists to study the impacts of animal interaction on disease transmission.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(2)
专著(0)
科研奖励(0)
会议论文
DOI:
10.1145/3394171.3413539
发表时间:
2020-10
期刊:
Proceedings of the 28th ACM International Conference on Multimedia
影响因子:
--
作者:
[Jun Yi;Md Reazul Islam;Shivang Aggarwal;Dimitrios Koutsonikolas;Y. Charlie Hu;Zhisheng Yan]
通讯作者:
Jun Yi;Md Reazul Islam;Shivang Aggarwal;Dimitrios Koutsonikolas;Y. Charlie Hu;Zhisheng Yan
CAREER: Machine-centered Cyberinfrastructure for Panoramic Video Analytics in Science and Engineering Monitoring
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批准号:2144764
-
项目类别:Continuing Grant
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资助金额:$50.0万
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财政年份:2022
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负责人:Zhisheng Yan
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依托单位:
CRII: OAC: Data Collection Infrastructure for Panoramic Video Monitoring in Wildlife Science
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批准号:2151463
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项目类别:Standard Grant
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资助金额:$17.5万
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财政年份:2021
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负责人:Zhisheng Yan
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依托单位:
EAGER: Collaborative Research: Augmented 360 Video for Situation Awareness in Firefighting
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批准号:2140620
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项目类别:Standard Grant
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资助金额:$15.0万
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财政年份:2021
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负责人:Zhisheng Yan
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依托单位:
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