sustaining_gazes/matlab_version/pdm_generation/nrsfm-em/mstep_update_rotation.m

63 lines
1.5 KiB
Matlab

function [newRO, newRR] = mstep_update_rotation(P, S_bar, V, E_z, E_zz, RO, Tr)
%[newRO, newRR] = mstep_update_rotation(P, S_bar, V, E_z, E_zz, RO, Tr)
% Linearizes the expression in Eq 24 using exponential maps and
% solves for an improved rotation
% update step
tw_step = 0.3;
[K, T] = size(E_z);
J = size(S_bar, 2);
Pc = P - Tr(:)*ones(1,J);
newRR = zeros(2*T,3);
newRO = RO;
for iter=1:1,
for t = 1:T,
A = zeros(3);
B = zeros(2,3);
zz_hat_t = [1 E_z(:,t)'; E_z(:,t) E_zz((t-1)*K+1:t*K,:)];
for j=1:J,
H_j = [S_bar(:,j) reshape(V(:,j), 3, K)];
A = A + H_j*zz_hat_t*H_j';
B = B + ([Pc(t,j); Pc(t+T,j)] * [1 E_z(:,t)'] * H_j');
end
oldRO_t = RO{t};
C = oldRO_t*A;
D = B - oldRO_t(1:2,:)*A;
% now we solve the system: [1 0 0; 0 1 0]*twist*C = D
CC = [0 C(3,1) -C(2,1)
-C(3,1) 0 C(1,1)
0 C(3,2) -C(2,2)
-C(3,2) 0 C(1,2)
0 C(3,3) -C(2,3)
-C(3,3) 0 C(1,3)];
DD = D(:);
% twist optimization
twist_vect = tw_step*pinv(CC)*DD;
twh = [0 -twist_vect(3) twist_vect(2)
twist_vect(3) 0 -twist_vect(1)
-twist_vect(2) twist_vect(1) 0 ];
dR = expm(twh);
newRO_t = dR*oldRO_t;
newRO{t} = newRO_t;
newRR(t,:) = newRO_t(1,:);
newRR(t+T,:) = newRO_t(2,:);
end
RO = newRO;
end