Credit and LInk for BirdNET

Moved Experimental settings to bottom of help Added discussions options to bugs page
Mattk70 · Jan 25, 2024 · a3e0ae8 · a3e0ae8
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diff --git a/Help/bugs.html b/Help/bugs.html
@@ -8,12 +8,12 @@
 
 <h4>Have you hit on a problem, or perhaps you have a suggestion?</h4>
 
-If you have, then I'd be happy to hear about it. I keep track of <a href="https://github.com/Mattk70/Chirpity-Electron/issues" target="_blank">issues and suggestions on Github</a>. 
+If you have, then I'd be happy to hear about it. I keep track of issues and suggestions on Github. 
 
 <p>Take a look at what others have been reporting, if you think you have a similar problem or suggestion, add a comment to the thread.</p>
 
-<p> If, on the other hand, you think you've got something new, go on and add an issue - I'll get back to you as soon as I can. </p>
-I can't promise I'll make everything right, but I probably won't fix what I don't know about &#x00AF;\\_(ツ)_/&#x00AF; </p><p>Meanwhile, I hope you find Chirpity useful!</p>
+<p> If, on the other hand, you think you've got something new, go on and report an <a href="https://github.com/Mattk70/Chirpity-Electron/issues" target="_blank">issue</a> or start a <a href="https://github.com/Mattk70/Chirpity-Electron/discussions/" target="_blank">discussion</a> - I'll get back to you as soon as I can. </p>
+I can't promise I'll make everything right, but I probably won't fix what I don't know about &#x00AF;\\_(ツ)_/&#x00AF; </p><p>Meanwhile, I hope you find Chirpity useful, and happy birding!</p>
 
 </body>
 </html>
diff --git a/Help/settings.html b/Help/settings.html
@@ -37,35 +37,6 @@
             of the files and the location that is set.
         </td>
     </tr>
-    <tr>
-        <td colspan="2" class="text-center text-bg-light"><h5>Experimental Features</h5></td>
-    </tr>
-    <tr>
-        <th>Context Mode</th>
-        <td> In this mode, Chirpity will use the surrounding context when making predictions. This helps mitigate
-            against false positive detections.
-        </td>
-    </tr>
-        <th>SNR filter</th>
-        <td>The SNR (Signal to Noise Ratio) filter can only be enabled when using the CPU backend. When enabled, Chirpity will disregard audio segments with no distinct sound event.
-            A stronger signal is required for a prediction to be attempted when higher signal-to-noise values are set.
-            The purpose is to deliver significant speed gains, however, the setting may cause Chirpity to miss quieter, more distant calls.
-        </td>
-    </tr>
-    <tr>
-        <th>High Pass filter</th>
-        <td> This applies a filter to the audio, removing the sound below the frequency selected. 
-            Intended primarily for recordings made in in urban settings, this is desirable to compensate for strong low-frequency noise which is not present in the training data.
-        </td>
-    </tr>
-    <tr>
-        <th>Low Shelf filter</th>
-        <td> This applies an audio filter similar to the High Pass filter, however, rather than simply remove noise, it reduces the volume of low frequency noise. 
-            You can set the threshold frequency, and the strength of the filter to apply (Attenuation).
-            Also intended for recordings made in in urban settings, this helps tune the audio to the noise profile of the training data.
-        </td>
-    </tr>
-    <tr>
     <tr>
         <td colspan="2" class="text-center text-bg-light"><h5>Location</h5></td>
     </tr>
@@ -128,7 +99,7 @@
                 <b>Chirpity</b> will use the native Chirpity model for predictions.
             </li>
             <li>
-                <b>BirdNet</b> will use the BirdNet model.
+                <b>BirdNET</b> will use the <a href="https://github.com/kahst/BirdNET-Analyzer" target="_blank">BirdNET</a> model developed by Stefan Kahl et al. from the K. Lisa Yang Center for Conservation Bioacoustics
             </li>
         </ul>
     </td>
@@ -146,6 +117,34 @@
             Larger values lead to faster processing, especially on long files.
         </td>
     </tr>
+    <tr>
+        <td colspan="2" class="text-center text-bg-warning"><h5>Experimental Features</h5></td>
+    </tr>
+    <tr>
+        <th>Context Mode</th>
+        <td> In this mode, Chirpity will use the surrounding context when making predictions. This helps mitigate
+            against false positive detections.
+        </td>
+    </tr>
+        <th>SNR filter</th>
+        <td>The SNR (Signal to Noise Ratio) filter can only be enabled when using the CPU backend. When enabled, Chirpity will disregard audio segments with no distinct sound event.
+            A stronger signal is required for a prediction to be attempted when higher signal-to-noise values are set.
+            The purpose is to deliver significant speed gains, however, the setting may cause Chirpity to miss quieter, more distant calls.
+        </td>
+    </tr>
+    <tr>
+        <th>High Pass filter</th>
+        <td> This applies a filter to the audio, removing the sound below the frequency selected. 
+            Intended primarily for recordings made in in urban settings, this is desirable to compensate for strong low-frequency noise which is not present in the training data.
+        </td>
+    </tr>
+    <tr>
+        <th>Low Shelf filter</th>
+        <td> This applies an audio filter similar to the High Pass filter, however, rather than simply remove noise, it reduces the volume of low frequency noise. 
+            You can set the threshold frequency, and the strength of the filter to apply (Attenuation).
+            Also intended for recordings made in in urban settings, this helps tune the audio to the noise profile of the training data.
+        </td>
+    </tr>
 </table>
 
 </body>

diff --git a/js/BirdNet2.4.js b/js/BirdNet2.4.js
@@ -368,6 +368,7 @@ class Model {
 
         const tb = paddedTensorBatch || maskedTensorBatch || TensorBatch;
         const prediction = this.model.predict(tb, { batchSize: this.batchSize })
+
         let newPrediction;
         if (this.selection) {
             newPrediction = tf.max(prediction, 0, true);

diff --git a/package.json b/package.json
@@ -96,7 +96,7 @@
     ],
     "mac": {
       "target": {
-        "target": "pkg",
+        "target": "dmg",
         "arch": "arm64"
       },
       "files": [