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| from lib.renderer.mesh import load_scan, compute_tangent, compute_normal, load_obj_mesh_mtl |
| from lib.dataset.mesh_util import projection |
| from lib.renderer.gl.prt_render import PRTRender |
| from lib.renderer.camera import Camera |
| import os |
| import cv2 |
| import math |
| import random |
| import numpy as np |
|
|
|
|
| def render_result(rndr, shader_id, path, mask=False): |
|
|
| cam_render = rndr.get_color(shader_id) |
| cam_render = cv2.cvtColor(cam_render, cv2.COLOR_RGBA2BGRA) |
|
|
| os.makedirs(os.path.dirname(path), exist_ok=True) |
| if shader_id != 2: |
| cv2.imwrite(path, np.uint8(255.0 * cam_render)) |
| else: |
| cam_render[:, :, -1] -= 0.5 |
| cam_render[:, :, -1] *= 2.0 |
| if not mask: |
| cv2.imwrite(path, np.uint8(255.0 / 2.0 * (cam_render + 1.0))) |
| else: |
| cv2.imwrite(path, np.uint8(-1.0 * cam_render[:, :, [3]])) |
|
|
|
|
| def make_rotate(rx, ry, rz): |
| sinX = np.sin(rx) |
| sinY = np.sin(ry) |
| sinZ = np.sin(rz) |
|
|
| cosX = np.cos(rx) |
| cosY = np.cos(ry) |
| cosZ = np.cos(rz) |
|
|
| Rx = np.zeros((3, 3)) |
| Rx[0, 0] = 1.0 |
| Rx[1, 1] = cosX |
| Rx[1, 2] = -sinX |
| Rx[2, 1] = sinX |
| Rx[2, 2] = cosX |
|
|
| Ry = np.zeros((3, 3)) |
| Ry[0, 0] = cosY |
| Ry[0, 2] = sinY |
| Ry[1, 1] = 1.0 |
| Ry[2, 0] = -sinY |
| Ry[2, 2] = cosY |
|
|
| Rz = np.zeros((3, 3)) |
| Rz[0, 0] = cosZ |
| Rz[0, 1] = -sinZ |
| Rz[1, 0] = sinZ |
| Rz[1, 1] = cosZ |
| Rz[2, 2] = 1.0 |
|
|
| R = np.matmul(np.matmul(Rz, Ry), Rx) |
| return R |
|
|
|
|
| def rotateSH(SH, R): |
| SHn = SH |
|
|
| |
| SHn[1] = R[1, 1] * SH[1] - R[1, 2] * SH[2] + R[1, 0] * SH[3] |
| SHn[2] = -R[2, 1] * SH[1] + R[2, 2] * SH[2] - R[2, 0] * SH[3] |
| SHn[3] = R[0, 1] * SH[1] - R[0, 2] * SH[2] + R[0, 0] * SH[3] |
|
|
| |
| SHn[4:, 0] = rotateBand2(SH[4:, 0], R) |
| SHn[4:, 1] = rotateBand2(SH[4:, 1], R) |
| SHn[4:, 2] = rotateBand2(SH[4:, 2], R) |
|
|
| return SHn |
|
|
|
|
| def rotateBand2(x, R): |
| s_c3 = 0.94617469575 |
| s_c4 = -0.31539156525 |
| s_c5 = 0.54627421529 |
|
|
| s_c_scale = 1.0 / 0.91529123286551084 |
| s_c_scale_inv = 0.91529123286551084 |
|
|
| s_rc2 = 1.5853309190550713 * s_c_scale |
| s_c4_div_c3 = s_c4 / s_c3 |
| s_c4_div_c3_x2 = (s_c4 / s_c3) * 2.0 |
|
|
| s_scale_dst2 = s_c3 * s_c_scale_inv |
| s_scale_dst4 = s_c5 * s_c_scale_inv |
|
|
| sh0 = x[3] + x[4] + x[4] - x[1] |
| sh1 = x[0] + s_rc2 * x[2] + x[3] + x[4] |
| sh2 = x[0] |
| sh3 = -x[3] |
| sh4 = -x[1] |
|
|
| r2x = R[0][0] + R[0][1] |
| r2y = R[1][0] + R[1][1] |
| r2z = R[2][0] + R[2][1] |
|
|
| r3x = R[0][0] + R[0][2] |
| r3y = R[1][0] + R[1][2] |
| r3z = R[2][0] + R[2][2] |
|
|
| r4x = R[0][1] + R[0][2] |
| r4y = R[1][1] + R[1][2] |
| r4z = R[2][1] + R[2][2] |
|
|
| sh0_x = sh0 * R[0][0] |
| sh0_y = sh0 * R[1][0] |
| d0 = sh0_x * R[1][0] |
| d1 = sh0_y * R[2][0] |
| d2 = sh0 * (R[2][0] * R[2][0] + s_c4_div_c3) |
| d3 = sh0_x * R[2][0] |
| d4 = sh0_x * R[0][0] - sh0_y * R[1][0] |
|
|
| sh1_x = sh1 * R[0][2] |
| sh1_y = sh1 * R[1][2] |
| d0 += sh1_x * R[1][2] |
| d1 += sh1_y * R[2][2] |
| d2 += sh1 * (R[2][2] * R[2][2] + s_c4_div_c3) |
| d3 += sh1_x * R[2][2] |
| d4 += sh1_x * R[0][2] - sh1_y * R[1][2] |
|
|
| sh2_x = sh2 * r2x |
| sh2_y = sh2 * r2y |
| d0 += sh2_x * r2y |
| d1 += sh2_y * r2z |
| d2 += sh2 * (r2z * r2z + s_c4_div_c3_x2) |
| d3 += sh2_x * r2z |
| d4 += sh2_x * r2x - sh2_y * r2y |
|
|
| sh3_x = sh3 * r3x |
| sh3_y = sh3 * r3y |
| d0 += sh3_x * r3y |
| d1 += sh3_y * r3z |
| d2 += sh3 * (r3z * r3z + s_c4_div_c3_x2) |
| d3 += sh3_x * r3z |
| d4 += sh3_x * r3x - sh3_y * r3y |
|
|
| sh4_x = sh4 * r4x |
| sh4_y = sh4 * r4y |
| d0 += sh4_x * r4y |
| d1 += sh4_y * r4z |
| d2 += sh4 * (r4z * r4z + s_c4_div_c3_x2) |
| d3 += sh4_x * r4z |
| d4 += sh4_x * r4x - sh4_y * r4y |
|
|
| dst = x |
| dst[0] = d0 |
| dst[1] = -d1 |
| dst[2] = d2 * s_scale_dst2 |
| dst[3] = -d3 |
| dst[4] = d4 * s_scale_dst4 |
|
|
| return dst |
|
|
|
|
| def load_calib(param, render_size=512): |
| |
| ortho_ratio = param['ortho_ratio'] |
| |
| scale = param['scale'] |
| |
| center = param['center'] |
| |
| R = param['R'] |
|
|
| translate = -np.matmul(R, center).reshape(3, 1) |
| extrinsic = np.concatenate([R, translate], axis=1) |
| extrinsic = np.concatenate( |
| [extrinsic, np.array([0, 0, 0, 1]).reshape(1, 4)], 0) |
| |
| scale_intrinsic = np.identity(4) |
| scale_intrinsic[0, 0] = scale / ortho_ratio |
| scale_intrinsic[1, 1] = -scale / ortho_ratio |
| scale_intrinsic[2, 2] = scale / ortho_ratio |
| |
| uv_intrinsic = np.identity(4) |
| uv_intrinsic[0, 0] = 1.0 / float(render_size // 2) |
| uv_intrinsic[1, 1] = 1.0 / float(render_size // 2) |
| uv_intrinsic[2, 2] = 1.0 / float(render_size // 2) |
|
|
| intrinsic = np.matmul(uv_intrinsic, scale_intrinsic) |
| calib = np.concatenate([extrinsic, intrinsic], axis=0) |
| return calib |
|
|
|
|
| def render_prt_ortho(out_path, |
| folder_name, |
| subject_name, |
| shs, |
| rndr, |
| rndr_uv, |
| im_size, |
| angl_step=4, |
| n_light=1, |
| pitch=[0]): |
| cam = Camera(width=im_size, height=im_size) |
| cam.ortho_ratio = 0.4 * (512 / im_size) |
| cam.near = -100 |
| cam.far = 100 |
| cam.sanity_check() |
|
|
| |
| mesh_file = os.path.join(folder_name, subject_name + '_100k.obj') |
| if not os.path.exists(mesh_file): |
| print('ERROR: obj file does not exist!!', mesh_file) |
| return |
| prt_file = os.path.join(folder_name, 'bounce', 'bounce0.txt') |
| if not os.path.exists(prt_file): |
| print('ERROR: prt file does not exist!!!', prt_file) |
| return |
| face_prt_file = os.path.join(folder_name, 'bounce', 'face.npy') |
| if not os.path.exists(face_prt_file): |
| print('ERROR: face prt file does not exist!!!', prt_file) |
| return |
| text_file = os.path.join(folder_name, 'tex', subject_name + '_dif_2k.jpg') |
| if not os.path.exists(text_file): |
| print('ERROR: dif file does not exist!!', text_file) |
| return |
|
|
| texture_image = cv2.imread(text_file) |
| texture_image = cv2.cvtColor(texture_image, cv2.COLOR_BGR2RGB) |
|
|
| vertices, faces, normals, faces_normals, textures, face_textures = load_scan( |
| mesh_file, with_normal=True, with_texture=True) |
| vmin = vertices.min(0) |
| vmax = vertices.max(0) |
| up_axis = 1 if (vmax - vmin).argmax() == 1 else 2 |
|
|
| vmed = np.median(vertices, 0) |
| vmed[up_axis] = 0.5 * (vmax[up_axis] + vmin[up_axis]) |
| y_scale = 180 / (vmax[up_axis] - vmin[up_axis]) |
|
|
| rndr.set_norm_mat(y_scale, vmed) |
| rndr_uv.set_norm_mat(y_scale, vmed) |
|
|
| tan, bitan = compute_tangent(vertices, faces, normals, textures, |
| face_textures) |
| prt = np.loadtxt(prt_file) |
| face_prt = np.load(face_prt_file) |
| rndr.set_mesh(vertices, faces, normals, faces_normals, textures, |
| face_textures, prt, face_prt, tan, bitan) |
| rndr.set_albedo(texture_image) |
|
|
| rndr_uv.set_mesh(vertices, faces, normals, faces_normals, textures, |
| face_textures, prt, face_prt, tan, bitan) |
| rndr_uv.set_albedo(texture_image) |
|
|
| os.makedirs(os.path.join(out_path, 'GEO', 'OBJ', subject_name), |
| exist_ok=True) |
| os.makedirs(os.path.join(out_path, 'PARAM', subject_name), exist_ok=True) |
| os.makedirs(os.path.join(out_path, 'RENDER', subject_name), exist_ok=True) |
| os.makedirs(os.path.join(out_path, 'MASK', subject_name), exist_ok=True) |
| os.makedirs(os.path.join(out_path, 'UV_RENDER', subject_name), |
| exist_ok=True) |
| os.makedirs(os.path.join(out_path, 'UV_MASK', subject_name), exist_ok=True) |
| os.makedirs(os.path.join(out_path, 'UV_POS', subject_name), exist_ok=True) |
| os.makedirs(os.path.join(out_path, 'UV_NORMAL', subject_name), |
| exist_ok=True) |
|
|
| if not os.path.exists(os.path.join(out_path, 'val.txt')): |
| f = open(os.path.join(out_path, 'val.txt'), 'w') |
| f.close() |
|
|
| |
| cmd = 'cp %s %s' % (mesh_file, |
| os.path.join(out_path, 'GEO', 'OBJ', subject_name)) |
| print(cmd) |
| os.system(cmd) |
|
|
| for p in pitch: |
| for y in tqdm(range(0, 360, angl_step)): |
| R = np.matmul(make_rotate(math.radians(p), 0, 0), |
| make_rotate(0, math.radians(y), 0)) |
| if up_axis == 2: |
| R = np.matmul(R, make_rotate(math.radians(90), 0, 0)) |
|
|
| rndr.rot_matrix = R |
| rndr_uv.rot_matrix = R |
| rndr.set_camera(cam) |
| rndr_uv.set_camera(cam) |
|
|
| for j in range(n_light): |
| sh_id = random.randint(0, shs.shape[0] - 1) |
| sh = shs[sh_id] |
| sh_angle = 0.2 * np.pi * (random.random() - 0.5) |
| sh = rotateSH(sh, make_rotate(0, sh_angle, 0).T) |
|
|
| dic = { |
| 'sh': sh, |
| 'ortho_ratio': cam.ortho_ratio, |
| 'scale': y_scale, |
| 'center': vmed, |
| 'R': R |
| } |
|
|
| rndr.set_sh(sh) |
| rndr.analytic = False |
| rndr.use_inverse_depth = False |
| rndr.display() |
|
|
| out_all_f = rndr.get_color(0) |
| out_mask = out_all_f[:, :, 3] |
| out_all_f = cv2.cvtColor(out_all_f, cv2.COLOR_RGBA2BGR) |
|
|
| np.save( |
| os.path.join(out_path, 'PARAM', subject_name, |
| '%d_%d_%02d.npy' % (y, p, j)), dic) |
| cv2.imwrite( |
| os.path.join(out_path, 'RENDER', subject_name, |
| '%d_%d_%02d.jpg' % (y, p, j)), |
| 255.0 * out_all_f) |
| cv2.imwrite( |
| os.path.join(out_path, 'MASK', subject_name, |
| '%d_%d_%02d.png' % (y, p, j)), |
| 255.0 * out_mask) |
|
|
| rndr_uv.set_sh(sh) |
| rndr_uv.analytic = False |
| rndr_uv.use_inverse_depth = False |
| rndr_uv.display() |
|
|
| uv_color = rndr_uv.get_color(0) |
| uv_color = cv2.cvtColor(uv_color, cv2.COLOR_RGBA2BGR) |
| cv2.imwrite( |
| os.path.join(out_path, 'UV_RENDER', subject_name, |
| '%d_%d_%02d.jpg' % (y, p, j)), |
| 255.0 * uv_color) |
|
|
| if y == 0 and j == 0 and p == pitch[0]: |
| uv_pos = rndr_uv.get_color(1) |
| uv_mask = uv_pos[:, :, 3] |
| cv2.imwrite( |
| os.path.join(out_path, 'UV_MASK', subject_name, |
| '00.png'), 255.0 * uv_mask) |
|
|
| data = { |
| 'default': uv_pos[:, :, :3] |
| } |
| pyexr.write( |
| os.path.join(out_path, 'UV_POS', subject_name, |
| '00.exr'), data) |
|
|
| uv_nml = rndr_uv.get_color(2) |
| uv_nml = cv2.cvtColor(uv_nml, cv2.COLOR_RGBA2BGR) |
| cv2.imwrite( |
| os.path.join(out_path, 'UV_NORMAL', subject_name, |
| '00.png'), 255.0 * uv_nml) |
|
|