posenhuang / deeplearningsourceseparation Goto Github PK
View Code? Open in Web Editor NEWDeep Recurrent Neural Networks for Source Separation
License: Other
Deep Recurrent Neural Networks for Source Separation
License: Other
Hi, posenhuang. Thank you for your wonderful work. I have tried to train the denoising demo with timit corpus. It seems like that the training process is successful, which cost me 5h:43m:44.3s. The problem is I can't find the trained model. Could you please tell me where can I find it?
To run this m file it is necessary some parameters, could you give the ones to run the example
TSP_model_RNN1_win1_h300_l2_r0_64ms_1000000_softabs_linearout_RELU_logmel_trn0_c1e-10_c0.001_bsz100000_miter10_bf50_c0_d0_7650.mat
train_TSP_demo_mini_clip(context_win, hidden_units, num_layers, isdropout, isRNN, iscleanonly,...
circular_step , isinputL1, MFCCorlogMelorSpectrum, framerate, pos_neg_r, outputnonlinear, opt, act, ...
train_mode, const, const2, isGPU, batchsize, MaxIter, bfgs_iter, clip, lambda,...
data_mode)
can you upload the code that used for training a voice denoising model, thank you very much.
Why the denoising experiment has no training code available? I am very interested in this, but would be awesome if you can provide additional code for training the denoising model. Thanks!
Dear,
How to train the model for separating singing and voice?
Any advice or suggestion will be good.
Thx
Hi, I am a beginner in matlab.
I'm interesting in singing voice separation project,
so I cloned your project and tried to execute "train_mir1k_demo" in matlab.
However, I got:
Error in train_mir1k_demo (line 58)
eI.MFCCorlogMelorSpectrum=MFCCorlogMelorSpectrum;
I'm wondering how to set the MFCCorlogMelorSpectrum value when executing this code in terminal.
ThankU!!
Hi,
posenhuang. Do you use RNN in denoising task?
Hi,posenhuang
I use 3 hours' mandarin speech to train mir1k. The SNR is [-5,0,5,10,15,20]dB and clean data is SNR infinite condition. The left channel of clean data is filled with all zeros.
In minFunc.m, line 963-967, a legal number check is implemented and I got the error 'Step direction is illegal!'. I think there must be some data illegal, but I don't know where the problem is. Would you please
help me to solve this problem?
Hi, I recently started using Matlab so I apologise in advance if this is a stupid question.
I am trying to work on TIMIT dataset. While running the file :run_test_single_model.m, after downloading the pertained model, I am facing the following errors,
Error using horzcat
Dimensions of arrays being concatenated are not consistent.
Error in stft2 (line 82)
x = [zeros( 1, sz+pd-hp, cl) s zeros( 1, sz+pd,
cl)]';
Error in compute_features_stft2 (line 15)
spectrum_mix = scf * stft2( dmix, nFFT, hop, 0, wn);
Error in formulate_data_test (line 54)
[DATA, mixture_spectrum, eI]=compute_features_stft2(dmix, eI);
Error in test_timit_general_kl_recurrent (line 38)
[test_data_cell, target_ag,
mixture_spectrum]=formulate_data_test(mixture, eI,
testmode);
Error in run_test_single_model (line 41)
test_timit_general_kl_recurrent(eI.modelname, theta, eI,
'done', j);
Would be great if you could help me out, thank you!
I notice that the gain is 1 by default, I guess this means the SNR is 0 db. If I want mix the waves at 5db,how to set the parameter 'gain'
Dear,
I want to use the method to solve the howling in RTC-Real Time Communication,
so could I separate the noise and voice frame by frame ?
any reference will be appreciated.
thx
Excuse me.When I run the demos there are some errors.It reports that there is no stft3 function,and wrongly use horzcat function.The projects is a little big.It will be a little challenging to find the bugs,so I hope that you can give me some advise.Thank you very much.
Does anyone has tensorflow based implementation for this?
Your codes have some bugs, the minFunc_2012 tools can’t support your codes, and the TSP and denoising can't run.
Hi, we want reference your implementation in a paper and need to know the software license of your work.
what is the license of this software? Maybe you can add a LICENSE.md
file in your root folder.
Hi, I am a beginner in matlab.
I'm interesting in singing voice separation project,
so I cloned your project and tried to execute "train_timit_demo" in matlab.
However, I got:
Error in train_timit_demo (line 58)
eI.MFCCorlogMelorSpectrum=MFCCorlogMelorSpectrum;
I'm wondering how to set the MFCCorlogMelorSpectrum value when executing this code in terminal.
Thank you so much!
I found your answer about the same question for "train_mir1k_demo". Can I use the same values?
Hi, it seems like the code in the denoising folder is not up to date. First I received an error that the model file was not found so I renamed that file. Then I received an error that the formulate_data_test function is missing. If I add it (from the timit or TSP folder) I get yet another error:
Error using -
Matrix dimensions must agree.Error in test_denoising_general_kl_bss3 (line 56)
output.source_noise= spectrum.mix-output.source_signal;
The previous error looked like this:
run_test_single_model
Warning: Name is nonexistent or not a directory: ......\codes\denoising\Data
In path (line 109)
In addpath (line 88)
In run_test_single_model (line 7)
Warning: Name is nonexistent or not a directory: ......\codes\denoising\drnn
In path (line 109)
In addpath (line 88)
In run_test_single_model (line 8)
Undefined function or variable 'formulate_data_test'.Error in test_denoising_general_kl_bss3 (line 14)
formulate_data_test(mixture, eI, testmode);Error in run_test_single_model (line 38)
output = test_denoising_general_kl_bss3(x', theta, eI, 'testall', 0);
I will try to fix it myself but if you have time I would appreciate your help. Thank you.
Hi, the Timit speech separation model seems to run as you can see a bunch of output on the command window - but does NOT save the split files it appears
The TSP model - just does NOT run and errors out :(.
Would be very helpful if you could address these.
Thx!
First, what brilliant work you have done!
I found your denoising demo without model training application. Would you please share a m-file for denoising model training. Your reply will be highly appreciated! Thank you.
Dear,
Is there any other Language?
Such as python or C/C++
Any advice or suggestion will be good!
Thx
I wonder if you can upload denoising training code.
Warning: Name is nonexistent or not a directory: ..\..\..\codes\denoising\drnn
> In path (line 109)
In addpath (line 88)
In run_test_single_model (line 8)
Hi @posenhuang ,
Thanks for creating this really helpful repository. Can you please share a inference script so that I can test the result of your trained models on custom dataset.
Thanks.
HI Excuse me, I am a beginner in programming. I am working on a project of audio source separation , really interested in this code, if you can helpe me ... i have two problems :
1_ Error en Training code: codes/mir1k/train_mir1k_demo.m
Undefined function or variable "data_ag".
Error in formulate_data (line 223)
theoutputs = {data_ag, target_ag, mixture_ag};
Error in train_mir1k_demo (line 220)
[data_cell, targets_cell, mixture_spectrum]=formulate_data(train_files, eI, eI.train_mode); %0 -- chunk, 2--no chunk, 3- icassp
Error in tr (line 62)
train_mir1k_demo(context_win, hidden_units, num_layers, isdropout, ...
2_ I have a problem in the installation of htk, i can't install it, does the problem come back from there ? if so, how can i install it provided i downloaded the file ?
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