Audio attack mitigation system with alarm indication
Concepts and technologies disclosed herein are directed to image classification attack mitigation. According to one aspect of the concepts and technologies disclosed herein, a system can obtain an original image and reduce a resolution of the original image to create a reduced resolution image. The system can classify the reduced resolution image and output a first classification. The system also can classify the original image via deep learning image classification and output a second classification. The system can compare the first classification and the second classification. In response to determining that the first classification and the second classification match, the system can output the second classification of the original image. In response to determining that the first classification and the second classification do not match, the system can output the first classification of the original image.
1. A method, comprising:
processing, by a computing system, an original audio signal in a first fashion to generate a first digital audio signal;
processing, by the computing system, the original audio signal in a second fashion, different than the first fashion, to generate a second digital audio signal different than the first digital audio signal;
converting, by the computing system, the first digital audio signal and the second digital audio signal into first text and second text, respectively;
determining, by the computing system, a mismatch between the first text and the second text; and
based at least in part on the mismatch, sending an alarm indication from the computing system to a remote device.
2. The method of claim 1 , wherein:
processing the original audio signal in the first fashion includes sampling the original audio signal at a first bit depth to generate the first digital audio signal; and
processing the original audio signal in the second fashion includes sampling the original audio signal at a second bit depth, different than the first bit depth, to generate the second digital audio signal.
3. The method of claim 1 , wherein:
processing the original audio signal in the first fashion includes sampling the original audio signal at a first sampling rate to generate the first digital audio signal; and
processing the original audio signal in the second fashion includes sampling the original audio signal at a second sampling rate, different than the first sampling rate, to generate the second digital audio signal.
4. The method of claim 1 , wherein:
processing the original audio signal in the first fashion includes sampling the original audio signal to generate the first digital audio signal; and
processing the original audio signal in the second fashion includes enhancing the original audio signal to generate the second digital audio signal.
5. The method of claim 1 , wherein:
processing the original audio signal in the first fashion includes sampling the original audio signal to generate the first digital audio signal; and
processing the original audio signal in the second fashion includes compressing the original audio signal to generate the second digital audio signal.
6. The method of claim 1 , wherein:
processing the original audio signal in the first fashion includes enhancing the original audio signal to generate the first digital audio signal; and
processing the original audio signal in the second fashion includes compressing the original audio signal to generate the second digital audio signal.
7. The method of claim 1 , further comprising:
receiving the original audio signal by a voice-enabled system configured to control an operation of a home security component.
8. The method of claim 7 , wherein:
the home security component comprises a smart lock; and
the voice-enabled system is configured to control operation of the smart lock in response to voice commands.
9. A system, comprising:
one or more processors; and
one or more non-transitory computer-readable mediums encoded with instructions which, when executed by the one or more processors, cause the system to:
process an original audio signal in a first fashion to generate a first digital audio signal;
process the original audio signal in a second fashion, different than the first fashion, to generate a second digital audio signal different than the first digital audio signal;
convert the first digital audio signal and the second digital audio signal into first text and second text, respectively;
determine a mismatch between the first text and the second text; and
based at least in part on the mismatch, send an alarm indication to a remote device.
10. The system of claim 9 , wherein the one or more non-transitory computer-readable mediums are further encoded with additional instructions which, when executed by the one or more processors, further cause the system to:
process the original audio signal in the first fashion at least in part by sampling the original audio signal at a first bit depth to generate the first digital audio signal; and
process the original audio signal in the second fashion at least in part by sampling the original audio signal at a second bit depth, different than the first bit depth, to generate the second digital audio signal.
11. The system of claim 9 , wherein the one or more non-transitory computer-readable mediums are further encoded with additional instructions which, when executed by the one or more processors, further cause the system to:
process the original audio signal in the first fashion at least in part by sampling the original audio signal at a first sampling rate to generate the first digital audio signal; and
process the original audio signal in the second fashion at least in part by sampling the original audio signal at a second sampling rate, different than the first sampling rate, to generate the second digital audio signal.
12. The system of claim 9 , wherein the one or more non-transitory computer-readable mediums are further encoded with additional instructions which, when executed by the one or more processors, further cause the system to:
process the original audio signal in the first fashion at least in part by sampling the original audio signal to generate the first digital audio signal; and
process the original audio signal in the second fashion at least in part by enhancing the original audio signal to generate the second digital audio signal.
13. The system of claim 9 , wherein the one or more non-transitory computer-readable mediums are further encoded with additional instructions which, when executed by the one or more processors, further cause the system to:
process the original audio signal in the first fashion at least in part by sampling the original audio signal to generate the first digital audio signal; and
process the original audio signal in the second fashion at least in part by compressing the original audio signal to generate the second digital audio signal.
14. The system of claim 9 , wherein the one or more non-transitory computer-readable mediums are further encoded with additional instructions which, when executed by the one or more processors, further cause the system to:
process the original audio signal in the first fashion at least in part by enhancing the original audio signal to generate the first digital audio signal; and
process the original audio signal in the second fashion at least in part by compressing the original audio signal to generate the second digital audio signal.
15. The system of claim 9 , wherein the one or more non-transitory computer-readable mediums are further encoded with additional instructions which, when executed by the one or more processors, further cause the system to:
control an operation of a home security component in response to receipt of the original audio signal.
16. The system of claim 15 , wherein the home security component comprises a smart lock.
17. One or more non-transitory computer-readable mediums encoded with instructions which, when executed by one or more processors of a system, cause the system to:
process an original audio signal in a first fashion to generate a first digital audio signal;
process the original audio signal in a second fashion, different than the first fashion, to generate a second digital audio signal different than the first digital audio signal;
convert the first digital audio signal and the second digital audio signal into first text and second text, respectively;
determine a mismatch between the first text and the second text; and
based at least in part on the mismatch, send an alarm indication to a remote device.
18. The one or more non-transitory computer-readable mediums of claim 17 , further encoded with additional instructions which, when executed by the one or more processors, further cause the system to:
process the original audio signal in the first fashion at least in part by sampling the original audio signal at a first bit depth to generate the first digital audio signal; and
process the original audio signal in the second fashion at least in part by sampling the original audio signal at a second bit depth, different than the first bit depth, to generate the second digital audio signal.
19. The one or more non-transitory computer-readable mediums of claim 17 , further encoded with additional instructions which, when executed by the one or more processors, further cause the system to:
process the original audio signal in the first fashion at least in part by sampling the original audio signal at a first sampling rate to generate the first digital audio signal; and
process the original audio signal in the second fashion at least in part by sampling the original audio signal at a second sampling rate, different than the first sampling rate, to generate the second digital audio signal.
20. The one or more non-transitory computer-readable mediums of claim 17 , further encoded with additional instructions which, when executed by the one or more processors, further cause the system to:
process the original audio signal in the first fashion at least in part by enhancing the original audio signal to generate the first digital audio signal; and
process the original audio signal in the second fashion at least in part by compressing the original audio signal to generate the second digital audio signal.