BirdVox-296h: a large-scale dataset for detection and classification of flight calls
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BirdVox 296 hours dataset (BirdVox-296h)<br> ==================================== Version 2.1, May 2022. <br> Created By<br> ---------- Andrew Farnsworth (1), Benjamin Mark Van Doren (1), Steve Kelling (1), Vincent Lostanlen (2), Justin Salamon (3), Aurora Cramer (4), Juan Pablo Bello (4) (1): Cornell Lab of Ornithology (CLO)<br> (2): Laboratoire des Sciences du Numérique de Nantes (LS2N), CNRS<br> (3): Adobe Research<br> (4): New York University https://wp.nyu.edu/birdvox<br> <br> Description<br> --------------- The BirdVox-296h dataset contains 148 audio recordings, each two hours in duration. These recordings come from ROBIN autonomous recording units, placed near Ithaca, NY, USA during the fall 2015. They were captured by nine different sensors, originally numbered 1, 2, 3, 4, 5, 6, 7, 8, and 10.<br> <br> Ornithologist Andrew Farnsworth used the Raven software to pinpoint and label every avian flight call in time and frequency. He found 26138 sound events, of which 21546 are flight calls from Passeriformes. Of those, 13385 are identifiable in terms of family, and 8669 are identifiable in terms of both family and species. The annotation process took over 600 hours. The dataset can be used, among other things, for the research, development and testing of machine listening models for bird migration monitoring. Data Files<br> ------------ The BirdVox-296h_wav folder contains 148 recordings as WAV files, sampled at 24 kHz, with a single channel (mono). Each recording lasts exactly two hours and is named according to the following format: YYYY-MM-DD_hh-mm-ss_unitUU.wav Where Y means Year, M means Month, D means Day, h means hour, m means minute, and s means second. This date format corresponds to the start time of the recording file, expressed in Coordinated Universal Time (UTC). The field UU contains two digits corresponding to the identifier of the autonomous recording unit (i.e., bioacoustic sensor). UU is either equal to 01, 02, 03, 04, 05, 06, 07, 08, or 10. Note that 09 is absent from the list because sensor 09 failed during the acquisition campaign. Metadata Files<br> ------------------- The BirdVox-296h_csv-annotations folder contains CSV files, one for each audio file. The columns of each CSV file are: ID,Time (s),Frequency (Hz),Taxonomy Code,Fine Label,Medium Label,Coarse Label <br> "Taxonomy Code" is compliant with the BirdVoxClassify software: github.com/BirdVox/BirdVoxClassify "Fine Label", "Medium Label", and "Coarse Label" most often correspond to species, family and order respectively. The BirdVox-296h_gps-coordinates.csv file contains the approximate GPS coordinates of the sensors (latitudes and longitudes rounded to 2 decimal points) of all nine sensors. Conditions of Use<br> ----------------- Dataset created by Andrew Farnsworth, Steve Kelling, Vincent Lostanlen, Justin Salamon, Aurora Cramer, and Juan Pablo Bello. The BirdVox-full-night dataset is offered free of charge under the terms of the Creative Commons Attribution 4.0 International (CC BY 4.0) license:<br> https://creativecommons.org/licenses/by/4.0/ The dataset and its contents are made available on an "as is" basis and without warranties of any kind, including without limitation satisfactory quality and conformity, merchantability, fitness for a particular purpose, accuracy or completeness, or absence of errors. Subject to any liability that may not be excluded or limited by law, Cornell Lab of Ornithology is not liable for, and expressly excludes all liability for, loss or damage however and whenever caused to anyone by any use of the BirdVox-full-night dataset or any part of it. Feedback<br> ------------- Please help us improve BirdVox-296h by sending your feedback to:<br> vincent.lostanlen@ls2n.fr and af27@cornell.edu In case of a problem, please include as many details as possible. Acknowledgements<br> -------------------------- Jessie Barry, Ian Davies, Tom Fredericks, Jeff Gerbracht, Sara Keen, Holger Klinck, Anne Klingensmith, Ray Mack, Peter Marchetto, Ed Moore, Matt Robbins, Ken Rosenberg, and Chris Tessaglia-Hymes. We acknowledge that the land on which the data was collected is the unceded territory of the Cayuga nation, which is part of the Haudenosaunee (Iroquois) confederacy.
BirdVox 296小时数据集（BirdVox-296h） ==================================== 版本2.1，2022年5月。 创建团队 ---------- 安德鲁·法恩斯沃思（Andrew Farnsworth）(1)、本杰明·马克·范多恩（Benjamin Mark Van Doren）(1)、史蒂夫·凯林（Steve Kelling）(1)、樊尚·洛斯唐朗（Vincent Lostanlen）(2)、贾斯汀·萨拉蒙（Justin Salamon）(3)、奥罗拉·克莱默（Aurora Cramer）(4)、胡安·巴勃罗·贝略（Juan Pablo Bello）(4) (1): 康奈尔鸟类学实验室（Cornell Lab of Ornithology, CLO） (2): 南特国立科学数字实验室（Laboratoire des Sciences du Numérique de Nantes, LS2N），法国国家科研中心（CNRS） (3): 奥多比研究（Adobe Research） (4): 纽约大学（New York University） 官方网址：https://wp.nyu.edu/birdvox 数据集说明 --------------- 本数据集包含148条音频录音，每条时长为2小时。所有录音均由ROBIN自主录音设备采集，于2015年秋季部署在美国纽约州伊萨卡市周边。本次采集共使用9台不同的生物声学传感器，原始编号依次为1、2、3、4、5、6、7、8及10。 鸟类学家安德鲁·法恩斯沃思使用Raven软件对每一次鸟类飞行鸣叫声进行时频定位与标注，共计标注26138个声音事件，其中21546个为雀形目（Passeriformes）飞行鸣叫声。在上述雀形目鸣叫声中，13385个可识别至分类科一级，8669个可同时识别至科和种一级。整个标注过程耗时超过600小时。本数据集可用于鸟类迁徙监测的机器听觉模型的研究、开发与测试等多项科研与工程场景。 数据文件 ------------ BirdVox-296h_wav文件夹包含148条WAV格式录音，采样率为24 kHz，单声道（mono）。每条录音恰好时长2小时，命名格式如下：YYYY-MM-DD_hh-mm-ss_unitUU.wav。其中Y代表年、M代表月、D代表日、h代表时、m代表分、s代表秒，该日期格式对应录音文件的协调世界时（UTC）起始时间。字段UU为两位数字，代表自主录音设备（即生物声学传感器）的标识符，取值范围为01、02、03、04、05、06、07、08及10。需注意，09未出现在编号列表中，因传感器09在采集过程中发生故障。 元数据文件 ------------------- BirdVox-296h_csv-annotations文件夹包含CSV格式文件，每条音频文件对应一个专属CSV文件。每个CSV文件的列字段依次为：ID、Time (s)、Frequency (Hz)、分类学代码（Taxonomy Code）、精细标签（Fine Label）、中类标签（Medium Label）、粗分类标签（Coarse Label）。其中分类学代码（Taxonomy Code）符合BirdVoxClassify软件规范，相关代码仓库地址为：github.com/BirdVox/BirdVoxClassify。精细标签（Fine Label）、中类标签（Medium Label）及粗分类标签（Coarse Label）通常分别对应物种、科及目一级分类单元。BirdVox-296h_gps-coordinates.csv文件包含全部9台传感器的近似GPS坐标（纬度与经度均保留两位小数）。 使用条款 ----------------- 本数据集由安德鲁·法恩斯沃思、史蒂夫·凯林、樊尚·洛斯唐朗、贾斯汀·萨拉蒙、奥罗拉·克莱默及胡安·巴勃罗·贝略共同创建。BirdVox-full-night数据集遵循知识共享署名4.0国际许可协议（Creative Commons Attribution 4.0 International, CC BY 4.0）条款免费提供，许可协议链接：https://creativecommons.org/licenses/by/4.0/ 本数据集及相关内容按"现状"提供，不附带任何形式的担保，包括但不限于对产品质量、适销性、特定用途适用性、准确性与完整性以及无错误的默示担保。除非法律强制要求不可排除或限制相关责任，康奈尔鸟类学实验室将不对因使用本BirdVox-full-night数据集或其任何部分所导致的任何损失或损害承担任何责任，并明确排除所有此类责任。 反馈渠道 ------------- 若您有任何改进建议或发现问题，请将反馈发送至：vincent.lostanlen@ls2n.fr 与 af27@cornell.edu。如遇技术或内容问题，请尽可能提供详细的相关信息，以便我们快速定位并解决。 致谢 -------------------------- 感谢杰西·巴里（Jessie Barry）、伊恩·戴维斯（Ian Davies）、汤姆·弗雷德里克斯（Tom Fredericks）、杰夫·格布拉赫特（Jeff Gerbracht）、萨拉·基恩（Sara Keen）、霍尔格·克林克（Holger Klinck）、安妮·克林根史密斯（Anne Klingensmith）、雷·麦克（Ray Mack）、彼得·马切托（Peter Marchetto）、埃德·摩尔（Ed Moore）、马特·罗宾斯（Matt Robbins）、肯·罗森伯格（Ken Rosenberg）及克里斯·特萨利亚-海姆斯（Chris Tessaglia-Hymes）。 我们谨此致谢：数据采集所在的土地原为卡尤加族（Cayuga nation）的未割让领土，该民族隶属于霍德诺索尼（易洛魁）联盟（Haudenosaunee (Iroquois) confederacy）。
