scaf.cpp 21 KB

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  1. // This file is part of libigl, a simple c++ geometry processing library.
  2. //
  3. // Copyright (C) 2018 Zhongshi Jiang <jiangzs@nyu.edu>
  4. //
  5. // This Source Code Form is subject to the terms of the Mozilla Public License
  6. // v. 2.0. If a copy of the MPL was not distributed with this file, You can
  7. // obtain one at http://mozilla.org/MPL/2.0/.
  8. #include "scaf.h"
  9. #include <Eigen/Dense>
  10. #include <Eigen/IterativeLinearSolvers>
  11. #include <Eigen/Sparse>
  12. #include <Eigen/SparseCholesky>
  13. #include <Eigen/SparseQR>
  14. #include <igl/PI.h>
  15. #include <igl/Timer.h>
  16. #include <igl/boundary_loop.h>
  17. #include <igl/cat.h>
  18. #include <igl/doublearea.h>
  19. #include <igl/flip_avoiding_line_search.h>
  20. #include <igl/flipped_triangles.h>
  21. #include <igl/grad.h>
  22. #include <igl/harmonic.h>
  23. #include <igl/local_basis.h>
  24. #include <igl/map_vertices_to_circle.h>
  25. #include <igl/polar_svd.h>
  26. #include <igl/readOBJ.h>
  27. #include <igl/slice.h>
  28. #include <igl/slice_into.h>
  29. #include <igl/slim.h>
  30. #include <igl/triangle/triangulate.h>
  31. #include "mapping_energy_with_jacobians.h"
  32. #include <iostream>
  33. #include <map>
  34. #include <algorithm>
  35. #include <set>
  36. #include <vector>
  37. namespace igl
  38. {
  39. namespace scaf
  40. {
  41. void update_scaffold(igl::SCAFData &s)
  42. {
  43. s.mv_num = s.m_V.rows();
  44. s.mf_num = s.m_T.rows();
  45. s.v_num = s.w_uv.rows();
  46. s.sf_num = s.s_T.rows();
  47. s.sv_num = s.v_num - s.mv_num;
  48. s.f_num = s.sf_num + s.mf_num;
  49. s.s_M = Eigen::VectorXd::Constant(s.sf_num, s.scaffold_factor);
  50. }
  51. void adjusted_grad(Eigen::MatrixXd &V,
  52. Eigen::MatrixXi &F,
  53. double area_threshold,
  54. Eigen::SparseMatrix<double> &Dx,
  55. Eigen::SparseMatrix<double> &Dy,
  56. Eigen::SparseMatrix<double> &Dz)
  57. {
  58. Eigen::VectorXd M;
  59. igl::doublearea(V, F, M);
  60. std::vector<int> degen;
  61. for (int i = 0; i < M.size(); i++)
  62. if (M(i) < area_threshold)
  63. degen.push_back(i);
  64. Eigen::SparseMatrix<double> G;
  65. igl::grad(V, F, G);
  66. Dx = G.topRows(F.rows());
  67. Dy = G.block(F.rows(), 0, F.rows(), V.rows());
  68. Dz = G.bottomRows(F.rows());
  69. // handcraft uniform gradient for faces area falling below threshold.
  70. double sin60 = std::sin(M_PI / 3);
  71. double cos60 = std::cos(M_PI / 3);
  72. double deno = std::sqrt(sin60 * area_threshold);
  73. Eigen::MatrixXd standard_grad(3, 3);
  74. standard_grad << -sin60 / deno, sin60 / deno, 0,
  75. -cos60 / deno, -cos60 / deno, 1 / deno,
  76. 0, 0, 0;
  77. for (auto k : degen)
  78. for (int j = 0; j < 3; j++)
  79. {
  80. Dx.coeffRef(k, F(k, j)) = standard_grad(0, j);
  81. Dy.coeffRef(k, F(k, j)) = standard_grad(1, j);
  82. Dz.coeffRef(k, F(k, j)) = standard_grad(2, j);
  83. }
  84. }
  85. void compute_scaffold_gradient_matrix(SCAFData &s,
  86. Eigen::SparseMatrix<double> &D1,
  87. Eigen::SparseMatrix<double> &D2)
  88. {
  89. using namespace Eigen;
  90. Eigen::SparseMatrix<double> G;
  91. MatrixXi F_s = s.s_T;
  92. int vn = s.v_num;
  93. MatrixXd V = MatrixXd::Zero(vn, 3);
  94. V.leftCols(2) = s.w_uv;
  95. double min_bnd_edge_len = INFINITY;
  96. int acc_bnd = 0;
  97. for (int i = 0; i < s.bnd_sizes.size(); i++)
  98. {
  99. int current_size = s.bnd_sizes[i];
  100. for (int e = acc_bnd; e < acc_bnd + current_size - 1; e++)
  101. {
  102. min_bnd_edge_len = (std::min)(min_bnd_edge_len,
  103. (s.w_uv.row(s.internal_bnd(e)) -
  104. s.w_uv.row(s.internal_bnd(e + 1)))
  105. .squaredNorm());
  106. }
  107. min_bnd_edge_len = (std::min)(min_bnd_edge_len,
  108. (s.w_uv.row(s.internal_bnd(acc_bnd)) -
  109. s.w_uv.row(s.internal_bnd(acc_bnd + current_size - 1)))
  110. .squaredNorm());
  111. acc_bnd += current_size;
  112. }
  113. double area_threshold = min_bnd_edge_len / 4.0;
  114. Eigen::SparseMatrix<double> Dx, Dy, Dz;
  115. adjusted_grad(V, F_s, area_threshold, Dx, Dy, Dz);
  116. MatrixXd F1, F2, F3;
  117. igl::local_basis(V, F_s, F1, F2, F3);
  118. D1 = F1.col(0).asDiagonal() * Dx + F1.col(1).asDiagonal() * Dy +
  119. F1.col(2).asDiagonal() * Dz;
  120. D2 = F2.col(0).asDiagonal() * Dx + F2.col(1).asDiagonal() * Dy +
  121. F2.col(2).asDiagonal() * Dz;
  122. }
  123. void mesh_improve(igl::SCAFData &s)
  124. {
  125. using namespace Eigen;
  126. MatrixXd m_uv = s.w_uv.topRows(s.mv_num);
  127. MatrixXd V_bnd;
  128. V_bnd.resize(s.internal_bnd.size(), 2);
  129. for (int i = 0; i < s.internal_bnd.size(); i++) // redoing step 1.
  130. {
  131. V_bnd.row(i) = m_uv.row(s.internal_bnd(i));
  132. }
  133. if (s.rect_frame_V.size() == 0)
  134. {
  135. Matrix2d ob; // = rect_corners;
  136. {
  137. VectorXd uv_max = m_uv.colwise().maxCoeff();
  138. VectorXd uv_min = m_uv.colwise().minCoeff();
  139. VectorXd uv_mid = (uv_max + uv_min) / 2.;
  140. Eigen::Array2d scaf_range(3, 3);
  141. ob.row(0) = uv_mid.array() + scaf_range * ((uv_min - uv_mid).array());
  142. ob.row(1) = uv_mid.array() + scaf_range * ((uv_max - uv_mid).array());
  143. }
  144. Vector2d rect_len;
  145. rect_len << ob(1, 0) - ob(0, 0), ob(1, 1) - ob(0, 1);
  146. int frame_points = 5;
  147. s.rect_frame_V.resize(4 * frame_points, 2);
  148. for (int i = 0; i < frame_points; i++)
  149. {
  150. // 0,0;0,1
  151. s.rect_frame_V.row(i) << ob(0, 0), ob(0, 1) + i * rect_len(1) / frame_points;
  152. // 0,0;1,1
  153. s.rect_frame_V.row(i + frame_points)
  154. << ob(0, 0) + i * rect_len(0) / frame_points,
  155. ob(1, 1);
  156. // 1,0;1,1
  157. s.rect_frame_V.row(i + 2 * frame_points) << ob(1, 0), ob(1, 1) - i * rect_len(1) / frame_points;
  158. // 1,0;0,1
  159. s.rect_frame_V.row(i + 3 * frame_points)
  160. << ob(1, 0) - i * rect_len(0) / frame_points,
  161. ob(0, 1);
  162. // 0,0;0,1
  163. }
  164. s.frame_ids = Eigen::VectorXi::LinSpaced(s.rect_frame_V.rows(), s.mv_num, s.mv_num + s.rect_frame_V.rows());
  165. }
  166. // Concatenate Vert and Edge
  167. MatrixXd V;
  168. MatrixXi E;
  169. igl::cat(1, V_bnd, s.rect_frame_V, V);
  170. E.resize(V.rows(), 2);
  171. for (int i = 0; i < E.rows(); i++)
  172. E.row(i) << i, i + 1;
  173. int acc_bs = 0;
  174. for (auto bs : s.bnd_sizes)
  175. {
  176. E(acc_bs + bs - 1, 1) = acc_bs;
  177. acc_bs += bs;
  178. }
  179. E(V.rows() - 1, 1) = acc_bs;
  180. assert(acc_bs == s.internal_bnd.size());
  181. MatrixXd H = MatrixXd::Zero(s.component_sizes.size(), 2);
  182. {
  183. int hole_f = 0;
  184. int hole_i = 0;
  185. for (auto cs : s.component_sizes)
  186. {
  187. for (int i = 0; i < 3; i++)
  188. H.row(hole_i) += m_uv.row(s.m_T(hole_f, i)); // redoing step 2
  189. hole_f += cs;
  190. hole_i++;
  191. }
  192. }
  193. H /= 3.;
  194. MatrixXd uv2;
  195. igl::triangle::triangulate(V, E, H, std::basic_string<char>("qYYQ"), uv2, s.s_T);
  196. auto bnd_n = s.internal_bnd.size();
  197. for (auto i = 0; i < s.s_T.rows(); i++)
  198. for (auto j = 0; j < s.s_T.cols(); j++)
  199. {
  200. auto &x = s.s_T(i, j);
  201. if (x < bnd_n)
  202. x = s.internal_bnd(x);
  203. else
  204. x += m_uv.rows() - bnd_n;
  205. }
  206. igl::cat(1, s.m_T, s.s_T, s.w_T);
  207. s.w_uv.conservativeResize(m_uv.rows() - bnd_n + uv2.rows(), 2);
  208. s.w_uv.bottomRows(uv2.rows() - bnd_n) = uv2.bottomRows(-bnd_n + uv2.rows());
  209. update_scaffold(s);
  210. // after_mesh_improve
  211. compute_scaffold_gradient_matrix(s, s.Dx_s, s.Dy_s);
  212. s.Dx_s.makeCompressed();
  213. s.Dy_s.makeCompressed();
  214. s.Dz_s.makeCompressed();
  215. s.Ri_s = MatrixXd::Zero(s.Dx_s.rows(), s.dim * s.dim);
  216. s.Ji_s.resize(s.Dx_s.rows(), s.dim * s.dim);
  217. s.W_s.resize(s.Dx_s.rows(), s.dim * s.dim);
  218. }
  219. void add_new_patch(igl::SCAFData &s, const Eigen::MatrixXd &V_ref,
  220. const Eigen::MatrixXi &F_ref,
  221. const Eigen::RowVectorXd &center,
  222. const Eigen::MatrixXd &uv_init)
  223. {
  224. using namespace std;
  225. using namespace Eigen;
  226. assert(uv_init.rows() != 0);
  227. Eigen::VectorXd M;
  228. igl::doublearea(V_ref, F_ref, M);
  229. s.mesh_measure += M.sum() / 2;
  230. Eigen::VectorXi bnd;
  231. Eigen::MatrixXd bnd_uv;
  232. std::vector<std::vector<int>> all_bnds;
  233. igl::boundary_loop(F_ref, all_bnds);
  234. int num_holes = all_bnds.size() - 1;
  235. s.component_sizes.push_back(F_ref.rows());
  236. MatrixXd m_uv = s.w_uv.topRows(s.mv_num);
  237. igl::cat(1, m_uv, uv_init, s.w_uv);
  238. s.m_M.conservativeResize(s.mf_num + M.size());
  239. s.m_M.bottomRows(M.size()) = M / 2;
  240. for (auto cur_bnd : all_bnds)
  241. {
  242. s.internal_bnd.conservativeResize(s.internal_bnd.size() + cur_bnd.size());
  243. s.internal_bnd.bottomRows(cur_bnd.size()) = Map<ArrayXi>(cur_bnd.data(), cur_bnd.size()) + s.mv_num;
  244. s.bnd_sizes.push_back(cur_bnd.size());
  245. }
  246. s.m_T.conservativeResize(s.mf_num + F_ref.rows(), 3);
  247. s.m_T.bottomRows(F_ref.rows()) = F_ref.array() + s.mv_num;
  248. s.mf_num += F_ref.rows();
  249. s.m_V.conservativeResize(s.mv_num + V_ref.rows(), 3);
  250. s.m_V.bottomRows(V_ref.rows()) = V_ref;
  251. s.mv_num += V_ref.rows();
  252. s.rect_frame_V = MatrixXd();
  253. mesh_improve(s);
  254. }
  255. void compute_jacobians(SCAFData &s, const Eigen::MatrixXd &V_new, bool whole)
  256. {
  257. auto comp_J2 = [](const Eigen::MatrixXd &uv,
  258. const Eigen::SparseMatrix<double> &Dx,
  259. const Eigen::SparseMatrix<double> &Dy,
  260. Eigen::MatrixXd &Ji) {
  261. // Ji=[D1*u,D2*u,D1*v,D2*v];
  262. Ji.resize(Dx.rows(), 4);
  263. Ji.col(0) = Dx * uv.col(0);
  264. Ji.col(1) = Dy * uv.col(0);
  265. Ji.col(2) = Dx * uv.col(1);
  266. Ji.col(3) = Dy * uv.col(1);
  267. };
  268. Eigen::MatrixXd m_V_new = V_new.topRows(s.mv_num);
  269. comp_J2(m_V_new, s.Dx_m, s.Dy_m, s.Ji_m);
  270. if (whole)
  271. comp_J2(V_new, s.Dx_s, s.Dy_s, s.Ji_s);
  272. }
  273. double compute_energy_from_jacobians(const Eigen::MatrixXd &Ji,
  274. const Eigen::VectorXd &areas,
  275. igl::MappingEnergyType energy_type)
  276. {
  277. double energy = 0;
  278. if (energy_type == igl::MappingEnergyType::SYMMETRIC_DIRICHLET)
  279. energy = -4; // comply with paper description
  280. return energy + igl::mapping_energy_with_jacobians(Ji, areas, energy_type, 0);
  281. }
  282. double compute_soft_constraint_energy(const SCAFData &s)
  283. {
  284. double e = 0;
  285. for (auto const &x : s.soft_cons)
  286. e += s.soft_const_p * (x.second - s.w_uv.row(x.first)).squaredNorm();
  287. return e;
  288. }
  289. double compute_energy(SCAFData &s, Eigen::MatrixXd &w_uv, bool whole)
  290. {
  291. if (w_uv.rows() != s.v_num)
  292. assert(!whole);
  293. compute_jacobians(s, w_uv, whole);
  294. double energy = compute_energy_from_jacobians(s.Ji_m, s.m_M, s.slim_energy);
  295. if (whole)
  296. energy += compute_energy_from_jacobians(s.Ji_s, s.s_M, s.scaf_energy);
  297. energy += compute_soft_constraint_energy(s);
  298. return energy;
  299. }
  300. void buildAm(const Eigen::VectorXd &sqrt_M,
  301. const Eigen::SparseMatrix<double> &Dx,
  302. const Eigen::SparseMatrix<double> &Dy,
  303. const Eigen::MatrixXd &W,
  304. Eigen::SparseMatrix<double> &Am)
  305. {
  306. std::vector<Eigen::Triplet<double>> IJV;
  307. Eigen::SparseMatrix<double> Dz;
  308. Eigen::SparseMatrix<double> MDx = sqrt_M.asDiagonal() * Dx;
  309. Eigen::SparseMatrix<double> MDy = sqrt_M.asDiagonal() * Dy;
  310. igl::slim_buildA(MDx, MDy, Dz, W, IJV);
  311. Am.setFromTriplets(IJV.begin(), IJV.end());
  312. Am.makeCompressed();
  313. }
  314. void buildRhs(const Eigen::VectorXd &sqrt_M,
  315. const Eigen::MatrixXd &W,
  316. const Eigen::MatrixXd &Ri,
  317. Eigen::VectorXd &f_rhs)
  318. {
  319. const int dim = (W.cols() == 4) ? 2 : 3;
  320. const int f_n = W.rows();
  321. f_rhs.resize(dim * dim * f_n);
  322. for (int i = 0; i < f_n; i++)
  323. {
  324. auto sqrt_area = sqrt_M(i);
  325. f_rhs(i + 0 * f_n) = sqrt_area * (W(i, 0) * Ri(i, 0) + W(i, 1) * Ri(i, 1));
  326. f_rhs(i + 1 * f_n) = sqrt_area * (W(i, 0) * Ri(i, 2) + W(i, 1) * Ri(i, 3));
  327. f_rhs(i + 2 * f_n) = sqrt_area * (W(i, 2) * Ri(i, 0) + W(i, 3) * Ri(i, 1));
  328. f_rhs(i + 3 * f_n) = sqrt_area * (W(i, 2) * Ri(i, 2) + W(i, 3) * Ri(i, 3));
  329. }
  330. }
  331. void get_complement(const Eigen::VectorXi &bnd_ids, int v_n, Eigen::ArrayXi &unknown_ids)
  332. { // get the complement of bnd_ids.
  333. int assign = 0, i = 0;
  334. for (int get = 0; i < v_n && get < bnd_ids.size(); i++)
  335. {
  336. if (bnd_ids(get) == i)
  337. get++;
  338. else
  339. unknown_ids(assign++) = i;
  340. }
  341. while (i < v_n)
  342. unknown_ids(assign++) = i++;
  343. assert(assign + bnd_ids.size() == v_n);
  344. }
  345. void build_surface_linear_system(const SCAFData &s, Eigen::SparseMatrix<double> &L, Eigen::VectorXd &rhs)
  346. {
  347. using namespace Eigen;
  348. using namespace std;
  349. const int v_n = s.v_num - (s.frame_ids.size());
  350. const int dim = s.dim;
  351. const int f_n = s.mf_num;
  352. // to get the complete A
  353. Eigen::VectorXd sqrtM = s.m_M.array().sqrt();
  354. Eigen::SparseMatrix<double> A(dim * dim * f_n, dim * v_n);
  355. auto decoy_Dx_m = s.Dx_m;
  356. decoy_Dx_m.conservativeResize(s.W_m.rows(), v_n);
  357. auto decoy_Dy_m = s.Dy_m;
  358. decoy_Dy_m.conservativeResize(s.W_m.rows(), v_n);
  359. buildAm(sqrtM, decoy_Dx_m, decoy_Dy_m, s.W_m, A);
  360. const VectorXi &bnd_ids = s.fixed_ids;
  361. auto bnd_n = bnd_ids.size();
  362. if (bnd_n == 0)
  363. {
  364. Eigen::SparseMatrix<double> At = A.transpose();
  365. At.makeCompressed();
  366. Eigen::SparseMatrix<double> id_m(At.rows(), At.rows());
  367. id_m.setIdentity();
  368. L = At * A;
  369. Eigen::VectorXd frhs;
  370. buildRhs(sqrtM, s.W_m, s.Ri_m, frhs);
  371. rhs = At * frhs;
  372. }
  373. else
  374. {
  375. MatrixXd bnd_pos;
  376. igl::slice(s.w_uv, bnd_ids, 1, bnd_pos);
  377. ArrayXi known_ids(bnd_ids.size() * dim);
  378. ArrayXi unknown_ids((v_n - bnd_ids.rows()) * dim);
  379. get_complement(bnd_ids, v_n, unknown_ids);
  380. VectorXd known_pos(bnd_ids.size() * dim);
  381. for (int d = 0; d < dim; d++)
  382. {
  383. auto n_b = bnd_ids.rows();
  384. known_ids.segment(d * n_b, n_b) = bnd_ids.array() + d * v_n;
  385. known_pos.segment(d * n_b, n_b) = bnd_pos.col(d);
  386. unknown_ids.block(d * (v_n - n_b), 0, v_n - n_b, unknown_ids.cols()) =
  387. unknown_ids.topRows(v_n - n_b) + d * v_n;
  388. }
  389. Eigen::SparseMatrix<double> Au, Ae;
  390. igl::slice(A, unknown_ids, 2, Au);
  391. igl::slice(A, known_ids, 2, Ae);
  392. Eigen::SparseMatrix<double> Aut = Au.transpose();
  393. Aut.makeCompressed();
  394. L = Aut * Au;
  395. Eigen::VectorXd frhs;
  396. buildRhs(sqrtM, s.W_m, s.Ri_m, frhs);
  397. rhs = Aut * (frhs - Ae * known_pos);
  398. }
  399. // add soft constraints.
  400. for (auto const &x : s.soft_cons)
  401. {
  402. int v_idx = x.first;
  403. for (int d = 0; d < dim; d++)
  404. {
  405. rhs(d * (v_n) + v_idx) += s.soft_const_p * x.second(d); // rhs
  406. L.coeffRef(d * v_n + v_idx,
  407. d * v_n + v_idx) += s.soft_const_p; // diagonal
  408. }
  409. }
  410. }
  411. void build_scaffold_linear_system(const SCAFData &s, Eigen::SparseMatrix<double> &L, Eigen::VectorXd &rhs)
  412. {
  413. using namespace Eigen;
  414. const int f_n = s.W_s.rows();
  415. const int v_n = s.Dx_s.cols();
  416. const int dim = s.dim;
  417. Eigen::VectorXd sqrtM = s.s_M.array().sqrt();
  418. Eigen::SparseMatrix<double> A(dim * dim * f_n, dim * v_n);
  419. buildAm(sqrtM, s.Dx_s, s.Dy_s, s.W_s, A);
  420. VectorXi bnd_ids;
  421. igl::cat(1, s.fixed_ids, s.frame_ids, bnd_ids);
  422. auto bnd_n = bnd_ids.size();
  423. assert(bnd_n > 0);
  424. MatrixXd bnd_pos;
  425. igl::slice(s.w_uv, bnd_ids, 1, bnd_pos);
  426. ArrayXi known_ids(bnd_ids.size() * dim);
  427. ArrayXi unknown_ids((v_n - bnd_ids.rows()) * dim);
  428. get_complement(bnd_ids, v_n, unknown_ids);
  429. VectorXd known_pos(bnd_ids.size() * dim);
  430. for (int d = 0; d < dim; d++)
  431. {
  432. auto n_b = bnd_ids.rows();
  433. known_ids.segment(d * n_b, n_b) = bnd_ids.array() + d * v_n;
  434. known_pos.segment(d * n_b, n_b) = bnd_pos.col(d);
  435. unknown_ids.block(d * (v_n - n_b), 0, v_n - n_b, unknown_ids.cols()) =
  436. unknown_ids.topRows(v_n - n_b) + d * v_n;
  437. }
  438. Eigen::VectorXd sqrt_M = s.s_M.array().sqrt();
  439. // manual slicing for A(:, unknown/known)'
  440. Eigen::SparseMatrix<double> Au, Ae;
  441. igl::slice(A, unknown_ids, 2, Au);
  442. igl::slice(A, known_ids, 2, Ae);
  443. Eigen::SparseMatrix<double> Aut = Au.transpose();
  444. Aut.makeCompressed();
  445. L = Aut * Au;
  446. Eigen::VectorXd frhs;
  447. buildRhs(sqrtM, s.W_s, s.Ri_s, frhs);
  448. rhs = Aut * (frhs - Ae * known_pos);
  449. }
  450. void solve_weighted_arap(SCAFData &s, Eigen::MatrixXd &uv)
  451. {
  452. using namespace Eigen;
  453. using namespace std;
  454. int dim = s.dim;
  455. igl::Timer timer;
  456. timer.start();
  457. VectorXi bnd_ids;
  458. igl::cat(1, s.fixed_ids, s.frame_ids, bnd_ids);
  459. const auto v_n = s.v_num;
  460. const auto bnd_n = bnd_ids.size();
  461. assert(bnd_n > 0);
  462. MatrixXd bnd_pos;
  463. igl::slice(s.w_uv, bnd_ids, 1, bnd_pos);
  464. ArrayXi known_ids(bnd_n * dim);
  465. ArrayXi unknown_ids((v_n - bnd_n) * dim);
  466. get_complement(bnd_ids, v_n, unknown_ids);
  467. VectorXd known_pos(bnd_ids.size() * dim);
  468. for (int d = 0; d < dim; d++)
  469. {
  470. auto n_b = bnd_ids.rows();
  471. known_ids.segment(d * n_b, n_b) = bnd_ids.array() + d * v_n;
  472. known_pos.segment(d * n_b, n_b) = bnd_pos.col(d);
  473. unknown_ids.block(d * (v_n - n_b), 0, v_n - n_b, unknown_ids.cols()) =
  474. unknown_ids.topRows(v_n - n_b) + d * v_n;
  475. }
  476. Eigen::SparseMatrix<double> L;
  477. Eigen::VectorXd rhs;
  478. // fixed frame solving:
  479. // x_e as the fixed frame, x_u for unknowns (mesh + unknown scaffold)
  480. // min ||(A_u*x_u + A_e*x_e) - b||^2
  481. // => A_u'*A_u*x_u = Au'* (b - A_e*x_e) := Au'* b_u
  482. //
  483. // separate matrix build:
  484. // min ||A_m x_m - b_m||^2 + ||A_s x_all - b_s||^2 + soft + proximal
  485. // First change dimension of A_m to fit for x_all
  486. // (Not just at the end, since x_all is flattened along dimensions)
  487. // L = A_m'*A_m + A_s'*A_s + soft + proximal
  488. // rhs = A_m'* b_m + A_s' * b_s + soft + proximal
  489. //
  490. Eigen::SparseMatrix<double> L_m, L_s;
  491. Eigen::VectorXd rhs_m, rhs_s;
  492. build_surface_linear_system(s, L_m, rhs_m); // complete Am, with soft
  493. build_scaffold_linear_system(s, L_s, rhs_s); // complete As, without proximal
  494. L = L_m + L_s;
  495. rhs = rhs_m + rhs_s;
  496. L.makeCompressed();
  497. Eigen::VectorXd unknown_Uc((v_n - s.frame_ids.size() - s.fixed_ids.size()) * dim), Uc(dim * v_n);
  498. SimplicialLDLT<Eigen::SparseMatrix<double>> solver;
  499. unknown_Uc = solver.compute(L).solve(rhs);
  500. igl::slice_into(unknown_Uc, unknown_ids.matrix(), 1, Uc);
  501. igl::slice_into(known_pos, known_ids.matrix(), 1, Uc);
  502. uv = Map<Matrix<double, -1, -1, Eigen::ColMajor>>(Uc.data(), v_n, dim);
  503. }
  504. double perform_iteration(SCAFData &s)
  505. {
  506. Eigen::MatrixXd V_out = s.w_uv;
  507. compute_jacobians(s, V_out, true);
  508. igl::slim_update_weights_and_closest_rotations_with_jacobians(s.Ji_m, s.slim_energy, 0, s.W_m, s.Ri_m);
  509. igl::slim_update_weights_and_closest_rotations_with_jacobians(s.Ji_s, s.scaf_energy, 0, s.W_s, s.Ri_s);
  510. solve_weighted_arap(s, V_out);
  511. auto whole_E = [&s](Eigen::MatrixXd &uv) { return compute_energy(s, uv, true); };
  512. Eigen::MatrixXi w_T;
  513. if (s.m_T.cols() == s.s_T.cols())
  514. igl::cat(1, s.m_T, s.s_T, w_T);
  515. else
  516. w_T = s.s_T;
  517. return igl::flip_avoiding_line_search(w_T, s.w_uv, V_out,
  518. whole_E, -1) /
  519. s.mesh_measure;
  520. }
  521. }
  522. }
  523. IGL_INLINE void igl::scaf_precompute(
  524. const Eigen::MatrixXd &V,
  525. const Eigen::MatrixXi &F,
  526. const Eigen::MatrixXd &V_init,
  527. igl::SCAFData &data,
  528. igl::MappingEnergyType slim_energy,
  529. Eigen::VectorXi &b,
  530. Eigen::MatrixXd &bc,
  531. double soft_p)
  532. {
  533. Eigen::MatrixXd CN;
  534. Eigen::MatrixXi FN;
  535. igl::scaf::add_new_patch(data, V, F, Eigen::RowVector2d(0, 0), V_init);
  536. data.soft_const_p = soft_p;
  537. for (int i = 0; i < b.rows(); i++)
  538. data.soft_cons[b(i)] = bc.row(i);
  539. data.slim_energy = slim_energy;
  540. auto &s = data;
  541. if (!data.has_pre_calc)
  542. {
  543. int v_n = s.mv_num + s.sv_num;
  544. int f_n = s.mf_num + s.sf_num;
  545. int dim = s.dim;
  546. Eigen::MatrixXd F1, F2, F3;
  547. igl::local_basis(s.m_V, s.m_T, F1, F2, F3);
  548. auto face_proj = [](Eigen::MatrixXd& F){
  549. std::vector<Eigen::Triplet<double> >IJV;
  550. int f_num = F.rows();
  551. for(int i=0; i<F.rows(); i++) {
  552. IJV.push_back(Eigen::Triplet<double>(i, i, F(i,0)));
  553. IJV.push_back(Eigen::Triplet<double>(i, i+f_num, F(i,1)));
  554. IJV.push_back(Eigen::Triplet<double>(i, i+2*f_num, F(i,2)));
  555. }
  556. Eigen::SparseMatrix<double> P(f_num, 3*f_num);
  557. P.setFromTriplets(IJV.begin(), IJV.end());
  558. return P;
  559. };
  560. Eigen::SparseMatrix<double> G;
  561. igl::grad(s.m_V, s.m_T, G);
  562. s.Dx_m = face_proj(F1) * G;
  563. s.Dy_m = face_proj(F2) * G;
  564. igl::scaf::compute_scaffold_gradient_matrix(s, s.Dx_s, s.Dy_s);
  565. s.Dx_m.makeCompressed();
  566. s.Dy_m.makeCompressed();
  567. s.Ri_m = Eigen::MatrixXd::Zero(s.Dx_m.rows(), dim * dim);
  568. s.Ji_m.resize(s.Dx_m.rows(), dim * dim);
  569. s.W_m.resize(s.Dx_m.rows(), dim * dim);
  570. s.Dx_s.makeCompressed();
  571. s.Dy_s.makeCompressed();
  572. s.Ri_s = Eigen::MatrixXd::Zero(s.Dx_s.rows(), dim * dim);
  573. s.Ji_s.resize(s.Dx_s.rows(), dim * dim);
  574. s.W_s.resize(s.Dx_s.rows(), dim * dim);
  575. data.has_pre_calc = true;
  576. }
  577. }
  578. IGL_INLINE Eigen::MatrixXd igl::scaf_solve(SCAFData &s, int iter_num)
  579. {
  580. using namespace std;
  581. using namespace Eigen;
  582. s.energy = igl::scaf::compute_energy(s, s.w_uv, false) / s.mesh_measure;
  583. for (int it = 0; it < iter_num; it++)
  584. {
  585. s.total_energy = igl::scaf::compute_energy(s, s.w_uv, true) / s.mesh_measure;
  586. s.rect_frame_V = Eigen::MatrixXd();
  587. igl::scaf::mesh_improve(s);
  588. double new_weight = s.mesh_measure * s.energy / (s.sf_num * 100);
  589. s.scaffold_factor = new_weight;
  590. igl::scaf::update_scaffold(s);
  591. s.total_energy = igl::scaf::perform_iteration(s);
  592. s.energy =
  593. igl::scaf::compute_energy(s, s.w_uv, false) / s.mesh_measure;
  594. }
  595. return s.w_uv.topRows(s.mv_num);
  596. }
  597. #ifdef IGL_STATIC_LIBRARY
  598. #endif