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Added audio results
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lucacoma authored Feb 9, 2024
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Expand Up @@ -3,12 +3,77 @@ title: Interpreting end-to-end deep learning models for speech source localizat
---

## Manipulation of relevant input features
* ### Loc-CNN
* ### LocCNN
![Image](figures/manipulation__loc_cnn_.png)
* ### Sample-CNN
* ### SampleCNN
![Image](figures/manipulation__sample_cnn_.png)


## Feature Inspection

In the following, for each environmental condition considered we will report feature results related to the best and worst performing sources for both LocCNN and SampleCNN

### T60 0.15 s SNR 25 dB

#### SampleCNN
* #### Best performing
![Image](figures/ex_gcc_relevance_sample_cnn_SNR_25_T60_0.15_error_min.png)

Relevance audio signal
<audio controls>
<source src="figures/audio_microphone_sample_cnn_SNR_25_T60_0.15_error_min.wav">
Your browser does not support the audio element.
</audio>

Microphone audio signal
<audio controls>
<source src="figures/audio_relevance_sample_cnn_SNR_25_T60_0.15_error_min.wav" type="audio/mpeg">
Your browser does not support the audio element.
</audio>

* #### Worst performing
![Image](figures/ex_gcc_relevance_sample_cnn_SNR_25_T60_0.15_error_max.png)

Relevance audio signal
<audio controls>
<source src="figures/audio_microphone_sample_cnn_SNR_25_T60_0.15_error_max.wav">
Your browser does not support the audio element.
</audio>

Microphone audio signal
<audio controls>
<source src="figures/audio_relevance_sample_cnn_SNR_25_T60_0.15_error_max.wav" type="audio/mpeg">
Your browser does not support the audio element.
</audio>

#### LocCNN
* #### Best performing
![Image](figures/ex_gcc_relevance_loc_cnn_SNR_25_T60_0.15_error_min.png)

Relevance audio signal
<audio controls>
<source src="figures/audio_microphone_loc_cnn_SNR_25_T60_0.15_error_min.wav">
Your browser does not support the audio element.
</audio>

Microphone audio signal
<audio controls>
<source src="figures/audio_relevance_loc_cnn_SNR_25_T60_0.15_error_min.wav" type="audio/mpeg">
Your browser does not support the audio element.
</audio>

* #### Worst performing
![Image](figures/ex_gcc_relevance_loc_cnn_SNR_25_T60_0.15_error_max.png)

Relevance audio signal
<audio controls>
<source src="figures/audio_microphone_loc_cnn_SNR_25_T60_0.15_error_max.wav">
Your browser does not support the audio element.
</audio>

Microphone audio signal
<audio controls>
<source src="figures/audio_relevance_loc_cnn_SNR_25_T60_0.15_error_max.wav" type="audio/mpeg">
Your browser does not support the audio element.
</audio>

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