aboutsummaryrefslogtreecommitdiff
diff options
context:
space:
mode:
-rw-r--r--src/Makefile.am3
-rw-r--r--src/delta.c5
-rw-r--r--src/helper.c65
-rw-r--r--src/init.c102
-rw-r--r--src/libxtract.c8
-rw-r--r--src/scalar.c2
-rw-r--r--src/window.c182
-rw-r--r--src/xtract_window_private.h98
-rw-r--r--swig/xtract.i2
-rw-r--r--xtract/Makefile.am2
-rw-r--r--xtract/libxtract.h35
-rw-r--r--xtract/xtract_helper.h72
12 files changed, 539 insertions, 37 deletions
diff --git a/src/Makefile.am b/src/Makefile.am
index bee5c4d..89154c5 100644
--- a/src/Makefile.am
+++ b/src/Makefile.am
@@ -1,6 +1,7 @@
MAINTAINERCLEANFILES = Makefile.in
-SOURCES = libxtract.c descriptors.c scalar.c vector.c delta.c init.c fini.c
+SOURCES = libxtract.c descriptors.c scalar.c vector.c delta.c init.c\
+ window.c fini.c helper.c
if BUILD_FFT
FFT_DEFINE = -DXTRACT_FFT
diff --git a/src/delta.c b/src/delta.c
index 79250e2..8e9fcd0 100644
--- a/src/delta.c
+++ b/src/delta.c
@@ -32,8 +32,7 @@ int xtract_flux(const float *data, const int N, const void *argv , float *result
int xtract_lnorm(const float *data, const int N, const void *argv , float *result){
- int feature,
- n,
+ int n,
type;
float order,
@@ -80,7 +79,7 @@ int xtract_decay_time(const float *data, const int N, const void *argv, float *r
int xtract_difference_vector(const float *data, const int N, const void *argv, float *result){
- float *frame1,
+ const float *frame1,
*frame2;
int n;
diff --git a/src/helper.c b/src/helper.c
new file mode 100644
index 0000000..eceb290
--- /dev/null
+++ b/src/helper.c
@@ -0,0 +1,65 @@
+/* libxtract feature extraction library
+ *
+ * Copyright (C) 2006 Jamie Bullock
+ *
+ * This program is free software; you can redistribute it and/or modify
+ * it under the terms of the GNU General Public License as published by
+ * the Free Software Foundation; either version 2 of the License, or
+ * (at your option) any later version.
+ *
+ * This program is distributed in the hope that it will be useful,
+ * but WITHOUT ANY WARRANTY; without even the implied warranty of
+ * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ * GNU General Public License for more details.
+ *
+ * You should have received a copy of the GNU General Public License
+ * along with this program; if not, write to the Free Software
+ * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301,
+ * USA.
+ */
+
+
+/* helper.c: helper functions. */
+
+#include "xtract/libxtract.h"
+
+int xtract_windowed(const float *data, const int N, const void *argv, float *result){
+
+ int n;
+ const float *window;
+
+ n = N;
+ window = (const float *)argv;
+
+ while(n--)
+ result[n] = data[n] * window[n];
+
+ return XTRACT_SUCCESS;
+
+}
+
+int xtract_features_from_subframes(const float *data, const int N, const int feature, const void *argv, float *result){
+
+ const float *frame1,
+ *frame2;
+ float *result1,
+ *result2;
+
+ int n,
+ rv;
+
+ n = N >> 1;
+
+ frame1 = data;
+ frame2 = data + n;
+ result1 = result;
+ result2 = result + n;
+
+ rv = xtract[feature](frame1, n, argv, result1);
+
+ if(rv == XTRACT_SUCCESS)
+ rv = xtract[feature](frame2, n, argv, result2);
+
+ return rv;
+
+}
diff --git a/src/init.c b/src/init.c
index 37be14c..6112e73 100644
--- a/src/init.c
+++ b/src/init.c
@@ -18,7 +18,7 @@
* USA.
*/
-/* init.c: defines functions that extract a feature as a single value from an input vector */
+/* init.c: defines initialisation and free functions. Also contains library constructor routine. */
#ifdef HAVE_CONFIG_H
# include <config.h>
@@ -28,6 +28,7 @@
#include <stdlib.h>
#include "xtract/libxtract.h"
+#include "xtract_window_private.h"
#define DEFINE_GLOBALS
#include "xtract_globals_private.h"
@@ -43,7 +44,7 @@ int xtract_init_mfcc(int N, float nyquist, int style, float freq_min, float freq
int n, i, k, *fft_peak, M, next_peak;
float norm, mel_freq_max, mel_freq_min, norm_fact, height, inc, val,
- freq_bw_mel, *mel_peak, *height_norm, *lin_peak;
+ freq_bw_mel, *mel_peak, *height_norm, *lin_peak;
mel_peak = height_norm = lin_peak = NULL;
fft_peak = NULL;
@@ -60,9 +61,9 @@ int xtract_init_mfcc(int N, float nyquist, int style, float freq_min, float freq
height_norm = (float *)malloc(freq_bands * sizeof(float));
if(mel_peak == NULL || height_norm == NULL ||
- lin_peak == NULL || fft_peak == NULL)
- return XTRACT_MALLOC_FAILED;
-
+ lin_peak == NULL || fft_peak == NULL)
+ return XTRACT_MALLOC_FAILED;
+
M = N >> 1;
mel_peak[0] = mel_freq_min;
@@ -91,41 +92,41 @@ int xtract_init_mfcc(int N, float nyquist, int style, float freq_min, float freq
}
i = 0;
-
+
for(n = 0; n < freq_bands; n++){
-
- // calculate the rise increment
+
+ // calculate the rise increment
if(n==0)
inc = height_norm[n] / fft_peak[n];
else
inc = height_norm[n] / (fft_peak[n] - fft_peak[n - 1]);
val = 0;
-
- // zero the start of the array
- for(k = 0; k < i; k++)
- fft_tables[n][k] = 0.f;
-
- // fill in the rise
+
+ // zero the start of the array
+ for(k = 0; k < i; k++)
+ fft_tables[n][k] = 0.f;
+
+ // fill in the rise
for(; i <= fft_peak[n]; i++){
fft_tables[n][i] = val;
val += inc;
}
-
+
// calculate the fall increment
inc = height_norm[n] / (fft_peak[n + 1] - fft_peak[n]);
-
+
val = 0;
- next_peak = fft_peak[n + 1];
-
- // reverse fill the 'fall'
+ next_peak = fft_peak[n + 1];
+
+ // reverse fill the 'fall'
for(i = next_peak; i > fft_peak[n]; i--){
fft_tables[n][i] = val;
val += inc;
}
- // zero the rest of the array
- for(k = next_peak + 1; k < N; k++)
- fft_tables[n][k] = 0.f;
+ // zero the rest of the array
+ for(k = next_peak + 1; k < N; k++)
+ fft_tables[n][k] = 0.f;
}
@@ -145,9 +146,9 @@ int xtract_init_fft(int N, int feature_name){
float *input, *output;
int optimisation;
-
+
input = output = NULL;
-
+
fprintf(stderr, "Optimisation level: %d\n", XTRACT_FFT_OPTIMISATION_LEVEL);
if(XTRACT_FFT_OPTIMISATION_LEVEL == 0)
@@ -209,14 +210,63 @@ int xtract_init_bark(int N, float sr, int *band_limits){
float edges[] = {0, 100, 200, 300, 400, 510, 630, 770, 920, 1080, 1270, 1480, 1720, 2000, 2320, 2700, 3150, 3700, 4400, 5300, 6400, 7700, 9500, 12000, 15500, 20500, 27000}; /* Takes us up to sr = 54kHz (CCRMA: JOS)*/
int bands = XTRACT_BARK_BANDS;
-
+
while(bands--)
band_limits[bands] = edges[bands] / sr * N;
- /*FIX shohuld use rounding, but couldn't get it to work */
+ /*FIX shohuld use rounding, but couldn't get it to work */
return XTRACT_SUCCESS;
}
+float *xtract_init_window(const int N, const int type){
+
+ float *window;
+
+ window = malloc(N * sizeof(float));
+
+ switch (type) {
+ case XTRACT_GAUSS:
+ gauss(window, N, 0.4);
+ break;
+ case XTRACT_HAMMING:
+ hamming(window, N);
+ break;
+ case XTRACT_HANN:
+ hann(window, N);
+ break;
+ case XTRACT_BARTLETT:
+ bartlett(window, N);
+ break;
+ case XTRACT_TRIANGULAR:
+ triangular(window, N);
+ break;
+ case XTRACT_BARTLETT_HANN:
+ bartlett_hann(window, N);
+ break;
+ case XTRACT_BLACKMAN:
+ blackman(window, N);
+ break;
+ case XTRACT_KAISER:
+ kaiser(window, N, 3 * PI);
+ break;
+ case XTRACT_BLACKMAN_HARRIS:
+ blackman_harris(window, N);
+ break;
+ default:
+ hann(window, N);
+ break;
+ }
+
+ return window;
+
+}
+
+void xtract_free_window(float *window){
+
+ free(window);
+
+}
+
#ifdef __GNUC__
__attribute__((constructor)) void init()
#else
diff --git a/src/libxtract.c b/src/libxtract.c
index cf0dd1a..c46883e 100644
--- a/src/libxtract.c
+++ b/src/libxtract.c
@@ -64,13 +64,13 @@ int(*xtract[])(const float *, const int, const void *, float *) = {
xtract_hps,
xtract_f0,
xtract_failsafe_f0,
-/* xtract_delta.h */
+ /* xtract_delta.h */
xtract_lnorm,
xtract_flux,
xtract_attack_time,
xtract_decay_time,
xtract_difference_vector,
-/* xtract_vector.h */
+ /* xtract_vector.h */
xtract_autocorrelation,
xtract_amdf,
xtract_asdf,
@@ -82,6 +82,8 @@ int(*xtract[])(const float *, const int, const void *, float *) = {
xtract_dct,
xtract_harmonic_spectrum,
xtract_lpc,
- xtract_lpcc
+ xtract_lpcc,
+ /* xtract_helper.h */
+ xtract_windowed
};
diff --git a/src/scalar.c b/src/scalar.c
index b573102..6c29f91 100644
--- a/src/scalar.c
+++ b/src/scalar.c
@@ -19,7 +19,7 @@
*/
-/* xtract_scalar.c: defines functions that extract a feature as a single value from an input vector */
+/* scalar.c: defines functions that extract a feature as a single value from an input vector */
#include "xtract/libxtract.h"
#include "xtract_macros_private.h"
diff --git a/src/window.c b/src/window.c
new file mode 100644
index 0000000..f2ceecc
--- /dev/null
+++ b/src/window.c
@@ -0,0 +1,182 @@
+/* libxtract feature extraction library
+ *
+ * Copyright (C) 2006 Jamie Bullock
+ *
+ * This program is free software; you can redistribute it and/or modify
+ * it under the terms of the GNU General Public License as published by
+ * the Free Software Foundation; either version 2 of the License, or
+ * (at your option) any later version.
+ *
+ * This program is distributed in the hope that it will be useful,
+ * but WITHOUT ANY WARRANTY; without even the implied warranty of
+ * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ * GNU General Public License for more details.
+ *
+ * You should have received a copy of the GNU General Public License
+ * along with this program; if not, write to the Free Software
+ * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301,
+ * USA.
+ */
+
+/* window.c: defines window generation functions (formulae courtesy of Wikipedia (http://en.wikipedia.org/wiki/Window_function) */
+
+#include <math.h>
+
+#include "xtract_window_private.h"
+
+void gauss(float *window, const int N, const float sd){
+
+ int n;
+ const float M = N - 1;
+ float num,
+ den,
+ exponent;
+
+ for (n = 0; n < N; n++) {
+
+ num = n - M / 2.f;
+ den = sd * M / 2.f;
+
+ exponent = -0.5 * powf(num / den, 2);
+
+ window[n] = exp(exponent);
+
+ }
+}
+
+void hamming(float *window, const int N){
+
+ int n;
+ const float M = N - 1;
+
+ for (n = 0; n < N; n++)
+ window[n] = 0.53836 - (0.46164 * cosf(2.0 * PI * (float)n / M));
+
+}
+
+void hann(float *window, const int N){
+
+ int n;
+ const float M = N - 1;
+
+ for (n = 0; n < N; n++)
+ window[n] = 0.5 * (1.0 - cosf(2.0 * PI * (float)n / M));
+
+}
+
+void bartlett(float *window, const int N){
+
+ int n;
+ const float M = N - 1;
+
+ for (n = 0; n < N; n++)
+ window[n] = 2.f / M * (M / 2.f - fabsf(n - M / 2.f));
+
+}
+
+void triangular(float *window, const int N){
+
+ int n;
+ const float M = N - 1;
+
+ for (n = 0; n < N; n++)
+ window[n] = 2.f / N * (N / 2.f - fabsf(n - M / 2.f));
+}
+
+void bartlett_hann(float *window, const int N){
+
+ int n;
+ const float M = N - 1,
+ a0 = 0.62,
+ a1 = 0.5,
+ a2 = 0.38;
+ float term1 = 0.f,
+ term2 = 0.f;
+
+ for (n = 0; n < N; n++){
+
+ term1 = a1 * fabsf(n / M - 0.5);
+ term2 = a2 * cosf(2.0 * PI * (float)n / M);
+
+ window[n] = a0 - term1 - term2;
+ }
+}
+
+void blackman(float *window, const int N){
+
+ int n;
+ const float M = N - 1,
+ a0 = 0.42,
+ a1 = 0.5,
+ a2 = 0.08;
+ float term1 = 0.f,
+ term2 = 0.f;
+
+ for (n = 0; n < N; n++) {
+
+ term1 = a1 * cosf(2.0 * PI * (float)n / M);
+ term2 = a2 * cosf(4.0 * PI * (float)n / M);
+
+ window[n] = a0 - term1 + term2;
+ }
+}
+
+#define BIZ_EPSILON 1E-21 // Max error acceptable
+
+/* Based on code from mplayer window.c, and somewhat beyond me */
+float besselI0(float x){
+
+ float temp;
+ float sum = 1.0;
+ float u = 1.0;
+ float halfx = x/2.0;
+ int n = 1;
+
+ do {
+
+ temp = halfx/(float)n;
+ u *=temp * temp;
+ sum += u;
+ n++;
+
+ } while (u >= BIZ_EPSILON * sum);
+
+ return(sum);
+
+}
+
+void kaiser(float *window, const int N, const float alpha){
+
+ int n;
+ const float M = N - 1;
+ float num;
+
+ for (n = 0; n < N; n++) {
+
+ num = besselI0(alpha * sqrtf(1.0 - powf((2.0 * n / M - 1), 2)));
+ window[n] = num / besselI0(alpha);
+
+ }
+}
+
+void blackman_harris(float *window, const int N){
+
+ int n;
+ const float M = N - 1,
+ a0 = 0.35875,
+ a1 = 0.48829,
+ a2 = 0.14128,
+ a3 = 0.01168;
+ float term1 = 0.f,
+ term2 = 0.f,
+ term3 = 0.f;
+
+ for (n = 0; n < N; n++) {
+
+ term1 = a1 * cosf(2.0 * PI * n / M);
+ term2 = a2 * cosf(4.0 * PI * n / M);
+ term3 = a3 * cosf(6.0 * PI * n / M);
+
+ window[n] = a0 - term1 + term2 - term3;
+ }
+}
diff --git a/src/xtract_window_private.h b/src/xtract_window_private.h
new file mode 100644
index 0000000..661b92f
--- /dev/null
+++ b/src/xtract_window_private.h
@@ -0,0 +1,98 @@
+/* libxtract feature extraction library
+ *
+ * Copyright (C) 2006 Jamie Bullock
+ *
+ * This program is free software; you can redistribute it and/or modify
+ * it under the terms of the GNU General Public License as published by
+ * the Free Software Foundation; either version 2 of the License, or
+ * (at your option) any later version.
+ *
+ * This program is distributed in the hope that it will be useful,
+ * but WITHOUT ANY WARRANTY; without even the implied warranty of
+ * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ * GNU General Public License for more details.
+ *
+ * You should have received a copy of the GNU General Public License
+ * along with this program; if not, write to the Free Software
+ * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301,
+ * USA.
+ */
+
+/* xtract_window_private.h: declares window generation functions */
+
+#define PI 3.1415926535897931
+
+/** \brief generate a Gaussian window
+ *
+ * \param *window a pointer to an array to contain the window data
+ * \param N the number of elements in the array pointed to by *window
+ * \param sd the standard deviation of the "distribution" represented by the Gaussian curve. The higher the value of sd, the wider the curve. Generally sd <= 0.5
+ *
+ */
+void gauss(float *window, const int N, const float sd);
+
+/** \brief generate a Hamming window
+ *
+ * \param *window a pointer to an array to contain the window data
+ * \param N the number of elements in the array pointed to by *window
+ *
+ */
+void hamming(float *window, const int N);
+
+/** \brief generate a Hann window
+ *
+ * \param *window a pointer to an array to contain the window data
+ * \param N the number of elements in the array pointed to by *window
+ *
+ */
+void hann(float *window, const int N);
+
+/** \brief generate a Bartlett window
+ *
+ * \param *window a pointer to an array to contain the window data
+ * \param N the number of elements in the array pointed to by *window
+ *
+ */
+void bartlett(float *window, const int N);
+
+/** \brief generate a Triangular window
+ *
+ * \param *window a pointer to an array to contain the window data
+ * \param N the number of elements in the array pointed to by *window
+ *
+ */
+void triangular(float *window, const int N);
+
+/** \brief generate a Bartlett-Hann window
+ *
+ * \param *window a pointer to an array to contain the window data
+ * \param N the number of elements in the array pointed to by *window
+ *
+ */
+void bartlett_hann(float *window, const int N);
+
+/** \brief generate a Blackman window
+ *
+ * \param *window a pointer to an array to contain the window data
+ * \param N the number of elements in the array pointed to by *window
+ *
+ */
+void blackman(float *window, const int N);
+
+/** \brief generate a Kaiser window
+ *
+ * \param *window a pointer to an array to contain the window data
+ * \param N the number of elements in the array pointed to by *window
+ * \param alpha The larger the value of |alpha|, the narrower the window becomes
+ *
+ */
+void kaiser(float *window, const int N, const float alpha);
+
+/** \brief generate a Blackman-Harris window
+ *
+ * \param *window a pointer to an array to contain the window data
+ * \param N the number of elements in the array pointed to by *window
+ *
+ */
+void blackman_harris(float *window, const int N);
+
diff --git a/swig/xtract.i b/swig/xtract.i
index a39a484..07798af 100644
--- a/swig/xtract.i
+++ b/swig/xtract.i
@@ -5,6 +5,7 @@
%{
#include "xtract/xtract_scalar.h"
#include "xtract/xtract_vector.h"
+#include "xtract/xtract_helper.h"
#include "xtract/libxtract.h"
%}
@@ -19,4 +20,5 @@
%clear float *result;
%include "xtract/xtract_vector.h"
+%include "xtract/xtract_helper.h"
%include "xtract/libxtract.h"
diff --git a/xtract/Makefile.am b/xtract/Makefile.am
index eca7030..ad79356 100644
--- a/xtract/Makefile.am
+++ b/xtract/Makefile.am
@@ -3,5 +3,5 @@ MAINTAINERCLEANFILES = Makefile.in
libxtractdir = $(includedir)/xtract
libxtract_HEADERS = libxtract.h xtract_macros.h xtract_types.h xtract_delta.h \
- xtract_scalar.h xtract_vector.h
+ xtract_scalar.h xtract_vector.h xtract_helper.h
diff --git a/xtract/libxtract.h b/xtract/libxtract.h
index b540c6a..1b787b0 100644
--- a/xtract/libxtract.h
+++ b/xtract/libxtract.h
@@ -60,6 +60,7 @@ extern "C" {
#include "xtract_delta.h"
#include "xtract_types.h"
#include "xtract_macros.h"
+#include "xtract_helper.h"
/** \defgroup libxtract API
*
@@ -67,7 +68,7 @@ extern "C" {
* @{
*/
-#define XTRACT_FEATURES 57
+#define XTRACT_FEATURES 58
/** \brief Enumeration of features, elements are used as indixes to an array of pointers to feature extracton functions */
enum xtract_features_ {
@@ -127,7 +128,9 @@ enum xtract_features_ {
XTRACT_DCT,
XTRACT_HARMONIC_SPECTRUM,
XTRACT_LPC,
- XTRACT_LPCC
+ XTRACT_LPCC,
+ /* Helper functions */
+ XTRACT_WINDOWED
};
/** \brief Enumeration of feature initialisation functions */
@@ -197,6 +200,19 @@ typedef enum {
XTRACT_TRUE
} xtract_bool_t;
+/** \brief Window types */
+enum xtract_window_types_ {
+ XTRACT_GAUSS,
+ XTRACT_HAMMING,
+ XTRACT_HANN,
+ XTRACT_BARTLETT,
+ XTRACT_TRIANGULAR,
+ XTRACT_BARTLETT_HANN,
+ XTRACT_BLACKMAN,
+ XTRACT_KAISER,
+ XTRACT_BLACKMAN_HARRIS
+};
+
/** \brief Enumeration of vector format types*/
typedef enum xtract_vector_ {
/* N/2 magnitude/log-magnitude/power/log-power coeffs and N/2 frequencies */
@@ -359,6 +375,21 @@ int xtract_init_bark(int N, float sr, int *band_limits);
*/
int xtract_init_fft(int N, int feature_name);
+/** \brief Make a window of a given type and return a pointer to it
+ *
+ * \param N: the size of the window
+ * \param type: the type of the window as given in the enumeration window_types_
+ *
+ */
+float *xtract_init_window(const int N, const int type);
+
+/** \brief Free a window as allocated by xtract_make_window()
+ *
+ * \param *window: a pointer to an array of floats as allocated by xtract_make_window()
+ *
+ */
+void xtract_free_window(float *window);
+
/* \brief A function to build an array of function descriptors */
void *xtract_make_descriptors();
diff --git a/xtract/xtract_helper.h b/xtract/xtract_helper.h
new file mode 100644
index 0000000..31a2183
--- /dev/null
+++ b/xtract/xtract_helper.h
@@ -0,0 +1,72 @@
+/* libxtract feature extraction library
+ *
+ * Copyright (C) 2006 Jamie Bullock
+ *
+ * This program is free software; you can redistribute it and/or modify
+ * it under the terms of the GNU General Public License as published by
+ * the Free Software Foundation; either version 2 of the License, or
+ * (at your option) any later version.
+ *
+ * This program is distributed in the hope that it will be useful,
+ * but WITHOUT ANY WARRANTY; without even the implied warranty of
+ * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ * GNU General Public License for more details.
+ *
+ * You should have received a copy of the GNU General Public License
+ * along with this program; if not, write to the Free Software
+ * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301,
+ * USA.
+ */
+
+/** \file xtract_helper.h: helper functions for making life with libxtract a bit more bearable */
+
+#ifndef XTRACT_HELPER_H
+#define XTRACT_HELPER_H
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+/**
+ * \defgroup helper helper functions
+ *
+ * Declares helper functions, and their parameters.
+ *
+ * \note These functions don't necessarily conform to the prototype used in xtract_scalar.h and xtract_vector.h etc, and as such are intended to be called 'directly' rather than via the xtract[] function pointer array (libxtract.h)
+ *
+ * @{
+ */
+
+/** \brief Apply a window function to an array of length N
+ *
+ * \param *data a pointer to an array of floats
+ * \param N the number of elements in the array pointed to by *data
+ * \param *argv a pointer to a window function as returned by xtract_make_window()
+ * \param *result a pointer to the first element an array containing the windowed data
+ *
+ * It is up to the caller to generate and free the array containing the window, and to allocate and free memory of size N to hold the data pointed to by *result
+ *
+ */
+int xtract_windowed(const float *data, const int N, const void *argv, float *result);
+
+/** \brief Divides the array pointed to by *data into two subframes, and applies a given feature to each subframe, returning them in a single array pointed to by result
+ *
+ * \param *data an array of floats
+ * \param N the number of elements in the array pointed by *data
+ * \param feature an integer representing the feature to be applied to each subframe in data. This will be a value as given in the enumeration xtract_features_ (libxtract.h)
+ * \param *argv a pointer to the argument vector to be passed to the feature extraction function as determined by feature
+ * \param *result a pointer to the 'packed' results of the feature calculation. This may be passed in as *data to xtract_features_from_subframes() to calculate further features on the subframes, or xtract_difference_vector(), to get the difference between the subframes.
+ *
+ */
+int xtract_features_from_subframes(const float *data, const int N, const int feature, const void *argv, float *result);
+
+/** @} */
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif
+
+
+