diff --git a/Contents.m b/Contents.m
index 1c32df0..92e7173 100644
--- a/Contents.m
+++ b/Contents.m
@@ -6,5 +6,5 @@
 %
 %
 %  For help, bug reports, suggestions etc. please send email to
-%  unlocbox-help@lists.sourceforge.net
+%  unlocbox (at) groupes (dot) epfl (dot) ch
 %
diff --git a/demos/Contents.m b/demos/Contents.m
index 112eba1..c9d6a16 100644
--- a/demos/Contents.m
+++ b/demos/Contents.m
@@ -20,7 +20,6 @@
 %    DEMO_DEQUANTIZATION -  Solves a dequantization problem
 %
 %  Other demo
-%    DEMO_OVERLAPING_GROUPS_STRUCTURED_SPARSITY - Demonstration of the use of overlapping groups in structured sparsity
 %    DEMO_ADMM          -  Demonstration of the use of the admm solver
 %    DEMO_SDMM          -  Demonstration of the use of the SDMM solver
 %    DEMO_WEIGHTED_L1  -  Demonstration of the use of the bpdn solver
@@ -30,3 +29,7 @@
 %  For help, bug reports, suggestions etc. please send email to
 %  unlocbox (at) groupes (dot) epfl (dot) ch
 %
+
+
+
+%    DEMO_OVERLAPING_GROUPS_STRUCTURED_SPARSITY - Demonstration of the use of overlapping groups in structured sparsity
diff --git a/demos/demo_inpainting_webcam.m b/demos/demo_inpainting_webcam.m
new file mode 100644
index 0000000..0411f30
--- /dev/null
+++ b/demos/demo_inpainting_webcam.m
@@ -0,0 +1,142 @@
+
+% Author : Nathanaël Perraudin
+%
+% This demo capture a image with the webcam and perform some inpainting
+% with it.
+
+clear;
+
+close all;
+
+init_unlocbox;
+
+%% parameter
+
+scale = 0.5; % scale for the image
+imgcolor = 1;
+p = 0.8 ;
+
+verbose = 2;    % Verbosity level
+maxit = 30;
+
+%%
+
+% Close previous cam if3 any
+clear('cam')
+
+camList = webcamlist;
+% Is there any cam?
+
+if numel(camList)>1
+    fprintf('Please choose a webcam:\n');
+    for ii = 1:numel(camList)
+        fprintf(['  ',num2str(ii),') ',camList{ii},'\n'])
+    end
+    fprintf('Camera number: ')
+    prompt = 1;
+    numCam = str2num(input('','s'));
+else
+    numCam = 1;
+end
+
+%% Start the webcam
+
+cam = webcam(numCam);
+%% Aquire image
+
+preview(cam);
+
+fprintf('Push a button to aquire image... ')
+pause;
+
+% Acquire a single image.
+rgbImage = snapshot(cam);
+fprintf('   Done! \n')
+
+rgbImage = imresize(rgbImage, scale);
+if imgcolor
+    im_original = double(rgbImage)/256;
+else
+    % Convert RGB to grayscale and rescaling.
+    grayImage = double(rgb2gray(rgbImage))/256;
+    % Original image
+    im_original = grayImage; 
+end
+
+closePreview(cam)
+clear('cam')
+
+%%
+
+
+%% Creation of the problem
+
+ 
+
+% Creating the problem
+A = rand(size(im_original,1),size(im_original,2));
+A = A > p;
+
+if imgcolor
+   A = cat(3,A,A,A); 
+end
+
+% Depleted image
+b = A .* im_original;
+
+
+imagesc_gray(im_original, 1, 'Original image');
+imagesc_gray(b, 2, 'Depleted image');
+
+pause;
+
+%% Defining proximal operators
+
+% Define the prox of f2 see the function proj_B2 for more help
+operatorA = @(x) A.*x;
+operatorAt = @(x) A.*x;
+epsilon2 = 0;
+param_proj.epsilon = epsilon2;
+param_proj.A = operatorA;
+param_proj.At = operatorAt;
+param_proj.y = b;
+param_proj.verbose = verbose - 1;
+f2.prox=@(x,T) proj_b2(x, T, param_proj);
+f2.eval=@(x) eps;
+
+f2.prox = @(x,T) (x - A.*x) + A.*b;
+
+
+% setting the function f1 (norm TV)
+param_tv.verbose = verbose - 1;
+param_tv.maxit = maxit;
+
+f1.prox = @(x, T) prox_tv(x, T, param_tv);
+f1.eval = @(x) sum(norm_tv(x));   
+
+%% solving the problem
+
+% setting different parameter for the simulation
+paramsolver.verbose = verbose;  % display parameter
+paramsolver.maxit = maxit;        % maximum iteration
+paramsolver.tol = 10e-7;        % tolerance to stop iterating
+paramsolver.gamma = 0.1;        % stepsize
+
+% To see the evolution of the reconstruction
+fig = figure(100);
+paramsolver.do_sol = @(x) plot_image(x,fig,1);
+
+sol = douglas_rachford(b,f1,f2,paramsolver);
+
+close(100);
+
+%% displaying the result
+sol(sol<0) = 0;
+sol(sol>1) = 1;
+imagesc_gray(im_original, 1, 'Original image');
+imagesc_gray(b, 2, 'Depleted image');
+imagesc_gray(sol, 3, 'Reconstructed image');
+    
+
+%% Closing the toolbox
+close_unlocbox();
diff --git a/demos/demo_overlaping_groups_structured_sparsity.m b/demos/demo_overlaping_groups_structured_sparsity.m
index 4a68283..4d30848 100644
--- a/demos/demo_overlaping_groups_structured_sparsity.m
+++ b/demos/demo_overlaping_groups_structured_sparsity.m
@@ -70,6 +70,7 @@
 
 %% Initialisation
 
+error('Not working')
 clear;
 close all;
 
@@ -129,7 +130,7 @@
 
 % setting the function f1 (l1 norm of the Gabor transform)
 % set parameters
-param_l12.verbose = verbose - 1;
+param_l21.verbose = verbose - 1;
 
 
 
@@ -169,12 +170,12 @@
 
     % -------------------------------------------- %
   
-param_l12.g_t = g_t;
-param_l12.g_d = g_d;
-param_l12.maxit = 5;
+param_l21.g_t = g_t;
+param_l21.g_d = g_d;
+param_l21.maxit = 5;
 
 
-f1.prox=@(x, T) prox_l21(x, T*tau, param_l12);
+f1.prox=@(x, T) prox_l21(x, T*tau, param_l21);
 f1.eval=@(x) tau*norm_l21(x,g_d, g_t);   
 
 
diff --git a/demos/demo_tvdn.m b/demos/demo_tvdn.m
index 267f9e6..b6330fe 100644
--- a/demos/demo_tvdn.m
+++ b/demos/demo_tvdn.m
@@ -21,17 +21,17 @@
 %
 %   .. figure::
 %
-%      First problem
+%      Measurements
+%
+%      
 %
-%      In painting with 33% of known pixel and a SNR of 30dB
 %
-
 %   .. figure::
 %
-%      Second problem
+%      In painting with 33% of known pixel and a SNR of 30dB
+%
+%      
 %
-%      Image reconstruction with 33% of the Fourier measurements and a SNR
-%      of 30dB.
 
 % Author: Gilles Puy, Nathanael Perraudin
 % Date: Nov. 1, 2012
@@ -72,7 +72,7 @@
 sigma_noise = 10^(-input_snr/20)*std(im(:));
 y = y + randn(size(y))*sigma_noise;
 % Display the downsampled image
-imagesc_gray(At(y),2,'Measured image',121);
+imagesc_gray(At(y),2,'Measured image');
 % Parameters for TVDN
 param.verbose = 2; % Print log or not
 param.gamma = 0.1; % Stepsize
@@ -88,7 +88,7 @@
 % Solve TVDN problem
 sol = solve_tvdn(y, epsilon, A, At, param);
 % Show reconstructed image
-imagesc_gray(sol, 2, 'Reconstructed image',122);
+imagesc_gray(sol, 3, 'Reconstructed image');
 
 
 % %% Second problem: Reconstruct from 33% of Fourier measurements
diff --git a/prox/prox_l12.m b/prox/prox_l12.m
index 53f4360..7502d41 100644
--- a/prox/prox_l12.m
+++ b/prox/prox_l12.m
@@ -80,7 +80,7 @@
 %
 %   See also:  prox_l1 prox_linf1 prox_l21 prox_sumg
 %
-%   Demos: demo_compress_sensing3 demo_overlaping_groups_structured_sparsity
+%   Demos: demo_compress_sensing3
 %
 %   References: bach2011optimization kowalski2013social kowalski2009sparse kowalski2009sparsity
 %
diff --git a/prox/prox_l21.m b/prox/prox_l21.m
index ef42406..eb9a723 100644
--- a/prox/prox_l21.m
+++ b/prox/prox_l21.m
@@ -84,8 +84,6 @@
 %
 %   See also:  prox_l1 prox_linf1 prox_l12 prox_sumg
 %
-%   Demos: demo_compress_sensing3 demo_overlaping_groups_structured_sparsity
-%
 %   References: bach2011optimization kowalski2013social kowalski2009sparse kowalski2009sparsity
 
 % Author: Nathanael Perraudin
@@ -226,8 +224,8 @@
         G{k}=g;
     end
     
+    param4 = param;
     param4.G=G;
-    param4.verbose=param.verbose;
     sol=prox_sumg(x,gamma,param4);
     
 end
diff --git a/demos/dequantization_dataset_01.mat b/signals/dequantization_dataset_01.mat
similarity index 100%
rename from demos/dequantization_dataset_01.mat
rename to signals/dequantization_dataset_01.mat
diff --git a/unlocbox_version b/unlocbox_version
index 943f9cb..f8a696c 100644
--- a/unlocbox_version
+++ b/unlocbox_version
@@ -1 +1 @@
-1.7.1
+1.7.2