Answers.Body: <p>Not sure if this fits your desire for a &quot;state-of-the-art&quot; detector, but it looks like BatDetective actually does have model weights available, just a bit hidden. If you download the &quot;data&quot; zip file from <a href="http://visual.cs.ucl.ac.uk/pubs/batDetective/" rel="noreferrer">this website</a>. There is a Pickle'd model &quot;test_set_bulgaria.mod&quot; within the models folder. There are also two sets of model weights saved <a href="https://github.com/macaodha/batdetect/tree/master/bat_eval/models" rel="noreferrer">here</a> as .npy files.</p>
  <p>If you have some of your own labeled training data then I would guess that one of those weights will probably be a decent starting place, or at least better than starting from scratch.</p>
  
Answers.ContentLicense: CC BY-SA 4.0
Answers.CreationDate: 2022-08-24T08:00:43.600Z
Answers.Text: Well spotted Taiki!
Answers.UserDisplayName: Dan Stowell
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Answers.CreationDate: 2022-08-23T23:39:30.433Z
Answers.LastActivityDate: 2022-08-23T23:39:30.433Z
Answers.UserDisplayName: Taiki Sakai
Body: <p>I will need to analyze some soundscape data from Norway and it is likely that bats are present in the area. I was wondering if there was any available model trained for bat detection or ideally bat classification. I am aware of <a href="https://github.com/macaodha/batdetect" rel="noreferrer">BatDetective</a> but the github repository only provide the training / validation data. While it would be possible to retrain a model with the data provided on the BatDetective github, I would rather use a state-of-the-art bat detector / classifier.</p>
  <p>To be clear I am not looking for a software such as mentioned in <a href="https://bioacoustics.stackexchange.com/questions/469/what-are-the-automated-bat-identification-acoustics-tools-available">this post</a> but I am rather interested in the raw model weights so I can have a greater coding flexibility.</p>
  
Comments.ContentLicense: CC BY-SA 4.0
Comments.CreationDate: 2022-08-17T22:10:05.107Z
Comments.Text: Could you update with what geographic region you're looking at?
Comments.UserDisplayName: Cathleen B
Comments.ContentLicense: CC BY-SA 4.0
Comments.CreationDate: 2022-08-18T07:24:22.663Z
Comments.Text: I edited and added that the soundscape data comes from Norway. However, any model would be helpful!
Comments.UserDisplayName: Benjamin Cretois
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Comments.CreationDate: 2022-08-25T16:47:58.643Z
Comments.Text: @BenjaminCretois Please edit the main title so it is a specific question. As it stands, your title is a short phrase that doesn't let readers know what information you're looking for. See guide for: [How do I write a good title?](https://meta.stackexchange.com/questions/10647/how-do-i-write-a-good-title)
Comments.UserDisplayName: selene
Tags: <machine-learning><automated-detection><classifier><bats>
Title: Are there available raw model weights for bat detector / classifier?
ThreadText: # Are there available raw model weights for bat detector / classifier?
  
  (Asked by: username_0 on 2022-08-17)
  
  I will need to analyze some soundscape data from Norway and it is likely that bats are present in the area. I was wondering if there was any available model trained for bat detection or ideally bat classification. I am aware of [BatDetective](https://github.com/macaodha/batdetect) but the github repository only provide the training / validation data. While it would be possible to retrain a model with the data provided on the BatDetective github, I would rather use a state-of-the-art bat detector / classifier.
  
  To be clear I am not looking for a software such as mentioned in [this post](https://bioacoustics.stackexchange.com/questions/469/what-are-the-automated-bat-identification-acoustics-tools-available) but I am rather interested in the raw model weights so I can have a greater coding flexibility.
  
  **Tags:** machine-learning, automated-detection, classifier, bats
  
  > **Comments:**
  > **username_1**: Could you update with what geographic region you're looking at?  
  > **username_0**: I edited and added that the soundscape data comes from Norway. However, any model would be helpful!  
  > **username_2**: @BenjaminCretois Please edit the main title so it is a specific question. As it stands, your title is a short phrase that doesn't let readers know what information you're looking for. See guide for: [How do I write a good title?](https://meta.stackexchange.com/questions/10647/how-do-i-write-a-good-title)  
  
  ---
  
  ## 1 answers
  
  ### Answer by username_3 on 2022-08-23. Score: 6 | Accepted answer
  
  Not sure if this fits your desire for a "state-of-the-art" detector, but it looks like BatDetective actually does have model weights available, just a bit hidden. If you download the "data" zip file from [this website](http://visual.cs.ucl.ac.uk/pubs/batDetective/). There is a Pickle'd model "test\_set\_bulgaria.mod" within the models folder. There are also two sets of model weights saved [here](https://github.com/macaodha/batdetect/tree/master/bat_eval/models) as .npy files.
  
  If you have some of your own labeled training data then I would guess that one of those weights will probably be a decent starting place, or at least better than starting from scratch.
  
  > **Comments:**
  > **username_4**: Well spotted Taiki!  
  
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