Manipulation of relevant input features
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LocCNN
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SampleCNN
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
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Best performing
Microphone audio signal
Relevance audio signal
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Worst performing
Microphone audio signal
Relevance audio signal
LocCNN
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Best performing
Microphone audio signal
Relevance audio signal
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Worst performing
Microphone audio signal
Relevance audio signal
T60 0.3 s SNR 20 dB
SampleCNN
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Best performing
Microphone audio signal
Relevance audio signal
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Worst performing
Microphone audio signal
Relevance audio signal
LocCNN
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Best performing
Microphone audio signal
Relevance audio signal
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Worst performing
Microphone audio signal
Relevance audio signal
T60 0.4 s SNR 15 dB
SampleCNN
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Best performing
Microphone audio signal
Relevance audio signal
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Worst performing
Microphone audio signal
Relevance audio signal
LocCNN
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Best performing
Microphone audio signal
Relevance audio signal
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Worst performing
Microphone audio signal
Relevance audio signal
T60 0.6 s SNR 10 dB
SampleCNN
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Best performing
Microphone audio signal
Relevance audio signal
-
Worst performing
Microphone audio signal
Relevance audio signal
LocCNN
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Best performing
Microphone audio signal
Relevance audio signal
-
Worst performing
Microphone audio signal
Relevance audio signal