Collaborative Research: EAGER: Prototype of an Image-Based Ecological Information System (IBEIS)
Collaborative Research: EAGER: Prototype of an Image-Based Ecological Information System (IBEIS)
批准号:
1453555
负责人:
Tanya Berger-Wolf
金额:
$12.83万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2014
资助国家:
美国
项目状态:
已结题
起止时间:
2014-09-01 至 2018-08-31
中文摘要
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英文摘要
Images are rapidly becoming the most abundant, widely available, and cheapest source of information about the natural world. Images taken by field scientists, tourists, and incidental photographers, and gathered from camera traps and autonomous vehicles provide rich data with the promise of addressing big ecological questions at high resolution and at fine-grained scale. Realizing this potential requires building a large autonomous computational system that starts from image collections and progresses all the way to answering ecological queries, such as population sizes, species distributions and interactions, and movement patterns. The system must have methods of extracting the relevant ecological information from the images and of integrating with other ecological data sources, with minimal human interaction, using state-of-the art information management, computer vision, and data analytics technologies. Such a system will advance computer systems and simultaneously enable ecology to develop as a science of connections across spatial, temporal, and biological scales, as well as provide data- and scientifically-grounded support for ecological decisions. This work aims to build a prototype of an Image-Based Ecological Information Software System (IBEIS) that relies on a proliferation of images collected daily on a single facility from many different sources, both human and automatic, to determine both the species as well as recognition of distinct individuals. The system will allow for tracking location and movement while providing a data management system that will allow scientists to better understand, and at finer granularity, behaviors and motivations. The system will include: (1) an infrastructure and a mechanism for collecting images from tourists and other sources; (2) a (cloud) infrastructure and a data management system for storing, accessing, and manipulating the images and the derived data; (3) computer vision techniques for extracting information from the images about the identity of individual units, as well as techniques for combining that information with other relevant data to derive information about meaningful ecological units; and (4) statistical techniques and query structures to support ecological queries of the data, such as population sizes and dynamics, movement history and home ranges, and species interactions. This work will advance computer systems including information management, computer vision, and data analytics technologies, all the while increasing public engagement in science and ecology.
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Global Centers Track 1: AI and Biodiversity Change (ABC)
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批准号:2330423
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项目类别:Standard Grant
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资助金额:$500.0万
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财政年份:2023
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负责人:Tanya Berger-Wolf
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依托单位:
HDR Institute: Imageomics: A New Frontier of Biological Information Powered by Knowledge-Guided Machine Learning
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批准号:2118240
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项目类别:Cooperative Agreement
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资助金额:$1496.91万
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财政年份:2021
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负责人:Tanya Berger-Wolf
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依托单位:
EAGER-NEON: Image-Based Ecological Information System (IBEIS) for Animal Sighting Data for NEON
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批准号:1550853
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项目类别:Standard Grant
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资助金额:$14.4万
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财政年份:2015
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负责人:Tanya Berger-Wolf
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依托单位:
III: Student Travel Fellowships for KDD 2014
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批准号:1439420
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项目类别:Standard Grant
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资助金额:$2.0万
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财政年份:2014
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负责人:Tanya Berger-Wolf
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依托单位:
III: Medium: Collaborative Research: Scalable Kinship Inference in Wild Populations Across Years and Generations
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批准号:1064681
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项目类别:Continuing Grant
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资助金额:$95.47万
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财政年份:2011
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负责人:Tanya Berger-Wolf
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依托单位:
EAGER: Field Computational Ecology Course
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批准号:1152895
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项目类别:Standard Grant
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资助金额:$7.58万
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财政年份:2011
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负责人:Tanya Berger-Wolf
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依托单位:
CAREER: Computational Tools for Population Biology
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批准号:0747369
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项目类别:Standard Grant
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资助金额:$50.49万
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财政年份:2008
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负责人:Tanya Berger-Wolf
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依托单位:
III-CXT: Collaborative Research: Computational Methods for Understanding Social Interactions in Animal Populations
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批准号:0705822
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项目类别:Continuing Grant
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资助金额:$0.0万
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财政年份:2007
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负责人:Tanya Berger-Wolf
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依托单位:
Collaborative Research: SEI: Computational Methods for Kinship Reconstruction
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批准号:0612044
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项目类别:Standard Grant
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资助金额:$60.82万
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财政年份:2006
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负责人:Tanya Berger-Wolf
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依托单位:
国内基金
海外基金
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