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BirdCLEF+ competition

To: BIOACOUSTICS-L <>
Subject: BirdCLEF+ competition
From: Holger Klinck <>
Date: Tue, 11 Mar 2025 02:17:29 +0000
Hi, all!

We're launching the new BirdCLEF+ competition presently - the 'plus' is because we've got multi-taxa data this year, including amphibians, insects, mammals, and, of course, birds. This has been a major annotation undertaking, led by Juan Sebastián Cañas of the University College London and Humboldt Institute in Colombia.


I'm writing to you because you might have students who could be interested in participating! Here's a bunch of great things about the competition, especially for students:
  • We have $50k in total prize money!
  • People can submit 'working notes' for the CLEF competition, detailing their approaches. There's $5k in prize money for the best working note, and it's a great chance to get some practice with academic writing. The working notes are published in the proceedings of the CLEF conference, and the best ones do get more widely cited, as well.
  • Often, the best working note is not one of the top-scoring entries! We like to reward well-documented, creative approaches.
  • Kaggle is a great learning platform - students can get hands-on experience attacking a problem as part of a community which I find to be surprisingly helpful and kind.
And a few of my favorite features of the competition itself:
  • We include a sizeable tranche of unlabeled in-domain data: this is a great test bed for domain-adaptation methods.
  • Each year, we work with a different organization to develop a new 'fully annotated' dataset, and we publish the test dataset after the competition is complete. This has steadily increased the number of regions where we have some high-quality groundtruth for bird species identification. In fact, the BirdSet benchmark is mostly an omnibus of past BirdClef test data sets.
  • We use a class-averaged ROC-AUC metric, which focuses on core classification quality, rather than thresholding methods.
  • And, as mentioned up top, this is an exciting year because we're moving to a multi-taxa task.
So, if you've got students who might be interested in taking some time for a bioacoustics competition, do send them along!

Cheers,

Holger

--

At the Yang Center, we work flexibly, and while it suits me to email now, I don’t anticipate a response outside your regular work hours. Thanks!

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Dr. Holger Klinck

John W. Fitzpatrick Director

K. Lisa Yang Center for Conservation Bioacoustics

Cornell Lab of Ornithology, Cornell University

 

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Atkinson Center for a Sustainable Future, Cornell University

 

Courtesy Professor

Marine Mammal Institute

Department of Fisheries, Wildlife, and Conservation Sciences, Oregon State University

 

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