comparison DL/Majorization Minimization DL/ExactDicoRecovery/dict_update_MAP_cn.m @ 155:b14209313ba4 ivand_dev

Integration of Majorization Minimisation Dictionary Learning

+function [Phiout,unhatnz] = dict_update_MAP_cn(Phi,x,unhat,mu,maxIT,eps,cvset)
+%% Maximum A Posteriori Dictionary Update with the constraint on the column norms %%%%%
+
+
+
+%%
+
+K = Phi;
+B = zeros(size(Phi,1),size(Phi,2));
+i = 1;
+%%
+while (sum(sum((B-K).^2))>eps)&&(i<=maxIT)
+    B = K;
+    for j = 1:size(K,2),
+        K(:,j) = K(:,j) - mu*(eye(size(K,1))-K(:,j)*K(:,j)')*(K*unhat-x)*unhat(j,:)';           
+    end
+    i = i+1;
+end
+
+%% depleted atoms cancellation %%%
+
+[Y,I] = sort(sum(K.^2),'descend');
+RR = sum(Y>=.01);
+Phiout = K(:,I(1:RR));
+unhatnz = unhat(I(1:RR),:);
+
+end