Questions tagged [audio-processing]
For questions about audio processing tasks in the context of artificial intelligence.
24
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-1
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58 views
Baby crying detection model using logistic regression [closed]
I need some help regarding my final year project. i am fairly new to machine learning and i have tried alot to understand how to train a model using logistic regression. i have two datasets of audio ...
1
vote
0answers
17 views
Can Machine Learning be used to synthesize engine sounds?
I'm working on a project to equip model locomotives with sound boards. I'm in the process of designing the board at the moment, and the idea is to allow users to load their own sound files onto an SD ...
1
vote
1answer
89 views
Can we use transformers for audio classification tasks?
Since transformers are good at processing sequential data, can we also use them for audio classification problems (same as RNNs)?
0
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0answers
20 views
What is the best approach for phrase detection in speech audio?
I ultimately want to build an application like this:
Inputs:
a list of written phrases of 1-5 words each
a bunch of audio files like mp3, with total duration in the 100 to
1000 hours range, and ...
0
votes
0answers
12 views
How to combine specific CNN models that work better at slightly different tasks?
I'm not sure how to describe this in the most accurate way but I'll give it a shot.
I've developed a Inception-Resnet V2 model for detecting audio signals via spectrogram. It does a pretty good job ...
1
vote
0answers
15 views
Is there a problem for “Sound Source Identification in Video Footage”?
I've been considering starting a project for some time on sound source identification.
To be more specific, my goal is to be able to identify the "sources" for sound in videos. Moving parts ...
3
votes
1answer
77 views
How can I find a specific word in an audio file?
I'm trying to train and use a neural network to detect a specific word in an audio file. The input of the neural network is an audio of 2-3 seconds duration, and the neural network must determine ...
1
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0answers
41 views
What is the most compressed audio that I can feed an AI?
The problem I currently have is that I want to train an AI to produce music, like music that contains voices etc... However, the problem is that with a WAV file, one second of audio can be up to 48,...
0
votes
0answers
18 views
How can I efficiently detect subsections?
I have a feeling this question has a lot of research into it, but I can't find any relevant results.
I'm trying to compare the similarity of audio
Here, I have 2 virtually identical samples; however,...
1
vote
0answers
14 views
What are the best datasets available for music information retrieval?
I am interested in doing some work in classification problems in music information retrieval. I know that there are some formats of datasets (such as MIDI, Spectrogram, Piano-roll, MusicXML, etc.) for ...
1
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0answers
29 views
Is there an AI that can complete Deezer Spleeter work?
I have used Deezer Spleeter but it produces echoes aside the stems, so I wonder if there is already an AI that remove echoes noises.
1
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0answers
50 views
Noise Cancellation on live audio stream
I want to build an application which takes a live audio from source (mic) and filtering the noise (unwanted sounds like chattering, traffic noises) and fetch into an application for further processing....
2
votes
0answers
222 views
How do I train a multiple-speaker model (speech synthesis) based on Tacotron 2 and espnet?
I'm new to Speech Synthesis & Deep Learning. Recently, I got a task as described below:
I have problem in training a multi-speaker model which should be created by Tacotron2. And I was told I can ...
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0answers
25 views
State of the art in voice recognition
In the media there's lot of talk about face recognition, mainly with respect to identifying faces (= assigning to persons). Less attention is paid to the recognition of facially expressed emotions but ...
2
votes
1answer
274 views
How to use AI for language recognition?
Given an audio track, I'm trying to find a way to recognize the audio language. Only within a small set (e.g. English vs Spanish). Is there a simple solution to detect the language in a speech?
1
vote
1answer
48 views
Deep audio fingerprinting for word search
Simply speaking, I'm trying to somehow search an audio clip for a list of words, and if found, I mark the time stamps. My use-case is profanity check with a list of pre-defined profane words.
Is ...
3
votes
1answer
184 views
Can AI be used to reverse engineer a black box?
A while back I posted on the Reverse Engineering site about an audio DSP system whose designer had passed away and whose manufacturer no longer had source code (but the question was deleted). ...
4
votes
0answers
104 views
AI method for evaluating user performance based on audio pitch re: public speaking
First I will clarify the context, I have to learn new technologies for my bachelor thesis. I am making a mobile application similar to Flappy Bird, except it's voice controlled. The idea is to have ...
1
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0answers
34 views
Speech to text models
I'm currently using google speech to text api to transcribe audio in real time (police scanner audio dispatches). The audio quality isn't great and I've been putting in key words to try to help train ...
0
votes
2answers
60 views
What are the current open source text-to-audio libraries?
I am not new to AI and did some work for few months but completely new to text to audio. Yes I used text to audio tools a decade back... but I would like to know where exactly we stand in terms of ...
1
vote
1answer
54 views
Isolate the speech of two people in an audio record with two people only
I would like to find a way to isolate the speech of each of the people in an audio record so I can create a file of that form :
...
1
vote
1answer
156 views
Can I filter barking sounds on the television?
My dog goes bonkers every time the sound of a barking dog is heard on a television program. I never noticed this before but literally every movie or show with an outdoors setting eventually includes ...
2
votes
1answer
2k views
How to combine input from different types of data sources?
I've to train a neural network using microphone data (wav files), accelerometer sensor data and light sensor data.
Right now the approach I thought was to convert all data into images and combine ...
2
votes
1answer
118 views
Difficulty understanding Keras LSTM fitting data
I'm try to train a RNN with a chunk of audio data, where X and Y are two audio channels loaded into numpy arrays. The objective is to experiment with different NN designs to train them to transform ...
