Some Trials of Blind Source Separation
We are going to show some results of our experiments on Blind Source
Separation. In every experiment, the number of the inputs and the
outputs is 2. The following files are all stereo sound files. Left
channel and right channel correspond to the inputs to the microphne 1
and microphne 2, respectively.
We have a draft
("TR1998-2.pdf", 2120k, last updated on 17 April, 1998) of a paper and if
you are interested in these results, please read it. We also provide
matlab codes, and C codes.
These examples are artificially mixed on DEC Alpha station 200 after
recording each source signal separately. For the detail, please go to
the description page.
1. Instantaneous mixtures
- Mixed Sounds
(stereo wav.file, 123k, left
and right corresponds to each input signal,)
- Our Results
- Separated Source 1
(stereo, wav.file, 123k )
- Separated Source 2
(stereo, wav.file, 123k )
2. Convolutive mixtures I
- Mixed Sounds
(stereo, wav.file, 123k )
- Our Results
- Separated Source 1
(stereo, wav.file, 123k )
- Separated Source 2
(stereo, wav.file, 123k )
3. Convolutive mixtures II (in a virtual room)
- Mixed Sounds
(stereo, wav.file, 67k )
- Our Results
- Separated Source 1
(stereo, wav.file, 67k )
- Separated Source 2
(stereo, wav.file, 67k )
These examples are taken from
Dr. Te-Won's Home page
at the Salk Institute. So, for the detail of the signals,
please take a look at
Dr. Te-Won's page.
And also, in order to see their results, please refer to
Dr. Te-Won's page.
1. Speech - Music Separation
- Recorded Sounds
(stereo, wav.file, 440k )
- Our Results
- Separated Source 1
(stereo, wav.file, 440k )
- Separated Source 2
(stereo, wav.file, 440k )
2. Speech - Speech Separation
- Recorded Sounds
(stereo, wav.file, 476k )
- Our Results
- Separated Source 1
(stereo, wav.file, 476k )
- Separated Source 2
(stereo, wav.file, 476k )
3. Speech - Speech Separation in difficult environments
- Recorded Sounds
(stereo, wav.file, 1200k )
- Our Results
- Separated Source 1
(stereo, wav.file, 1200k )
- Separated Source 2
(stereo, wav.file, 1200k )
This example is taken from
Mr. Paris Smaragdis' Home Page
at the MIT Media Lab. So, for the detail of the signals, and to see their
results, please visit
his page.
- Input Sounds
- Sampling Rate was modified for our experiment
(stereo, wav.file, 555k )
We need the data to be sampled with 16 kHz. This is because of
the practical reason of the calculation. We are using MATLAB,
and restricted amount of memory. So, we changed the sampling
rate from 44.1 kHz to 16 kHz with free software "sox".
- Our Results
- Separated Source 1
(stereo, wav.file, 555k )
- Separated Source 2
(stereo, wav.file, 555k )
These data were given by
Prof. Kota Takahashi(Japanese only)
in the University of Electro-Communication.
1. Speech - Speech Separation in difficult environments
These data were recorded in a real environment.
- Input Sounds
(stereo, wav.file, 320k )
- Our Results
- Separated Source 1
(stereo, wav.file, 320k )
- Separated Source 2
(stereo, wav.file, 320k )
2. Speech - Speech Separation in difficult environments
This data were also recorded in the same lab. But they include more
reflections.
- Input Sounds
(stereo, wav.file, 320k )
- Our Results
- Separated Source 1
(stereo, wav.file, 320k )
- Separated Source 2
(stereo, wav.file, 320k )
Dr. Mark Girolami gave me some data, and I used them for experiments.
1. Speech - Speech
These data were recorded in a real environment.
- Input Sounds
(stereo, wav.file, 520k )
- Our Results
- Separated Source 1
(stereo, wav.file, 520k )
- Separated Source 2
(stereo, wav.file, 520k )
2. Speech - Noise (Gaussian)
- Input Sounds
(stereo, wav.file, 492k )
- Our Results
- Separated Source 1
(stereo, wav.file, 492k )
- Separated Source 2
(stereo, wav.file, 492k )
3. Speech - Noise (Laplace)
- Input Sounds
(stereo, wav.file, 496k )
- Our Results
- Separated Source 1
(stereo, wav.file, 496k )
- Separated Source 2
(stereo, wav.file, 496k )
4. Speech - Noise (Gaussian)
- Input Sounds
(stereo, wav.file, 511k )
- Our Results
- Separated Source 1
(stereo, wav.file, 511k )
- Separated Source 2
(stereo, wav.file, 511k )
5. Speech - Noise (Laplace)
- Input Sounds
(stereo, wav.file, 511k )
- Our Results
- Separated Source 1
(stereo, wav.file, 511k )
- Separated Source 2
(stereo, wav.file, 511k )
These examples are artificially mixed on DEC Alpha station 200 after
recording each source signal separately.
1. Online Learning
- Mixed Sounds
(stereo wav.file, 192k,
sources are moving)
- Our Results
- Separated Source 1
(stereo, wav.file, 192k )
- Separated Source 2
(stereo, wav.file, 192k )