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main_hb_random.py
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import blenderproc as bproc
import argparse
import os
import numpy as np
parser = argparse.ArgumentParser()
parser.add_argument('bop_parent_path', help="Path to the bop datasets parent directory")
parser.add_argument('cc_textures_path', default="resources/cctextures", help="Path to downloaded cc textures")
parser.add_argument('output_dir', help="Path to where the final files will be saved ")
parser.add_argument('--num_scenes', type=int, default=2000, help="How many scenes with 25 images each to generate")
args = parser.parse_args()
bproc.init()
# load bop objects into the scene
target_bop_objs = bproc.loader.load_bop_objs(bop_dataset_path = os.path.join(args.bop_parent_path, 'hb'), mm2m = True)
# load distractor bop objects
tless_dist_bop_objs = bproc.loader.load_bop_objs(bop_dataset_path = os.path.join(args.bop_parent_path, 'tless'), model_type = 'cad', mm2m = True)
ycbv_dist_bop_objs = bproc.loader.load_bop_objs(bop_dataset_path = os.path.join(args.bop_parent_path, 'ycbv'), mm2m = True)
tyol_dist_bop_objs = bproc.loader.load_bop_objs(bop_dataset_path = os.path.join(args.bop_parent_path, 'tyol'), mm2m = True)
# load BOP datset intrinsics
bproc.loader.load_bop_intrinsics(bop_dataset_path = os.path.join(args.bop_parent_path, 'hb'))
# set shading and hide objects
for obj in (target_bop_objs + tless_dist_bop_objs + ycbv_dist_bop_objs + tyol_dist_bop_objs):
obj.set_shading_mode('auto')
obj.hide(True)
# create room
room_planes = [bproc.object.create_primitive('PLANE', scale=[2, 2, 1]),
bproc.object.create_primitive('PLANE', scale=[2, 2, 1], location=[0, -2, 2], rotation=[-1.570796, 0, 0]),
bproc.object.create_primitive('PLANE', scale=[2, 2, 1], location=[0, 2, 2], rotation=[1.570796, 0, 0]),
bproc.object.create_primitive('PLANE', scale=[2, 2, 1], location=[2, 0, 2], rotation=[0, -1.570796, 0]),
bproc.object.create_primitive('PLANE', scale=[2, 2, 1], location=[-2, 0, 2], rotation=[0, 1.570796, 0])]
for plane in room_planes:
plane.enable_rigidbody(False, collision_shape='BOX', mass=1.0, friction = 100.0, linear_damping = 0.99, angular_damping = 0.99)
# sample light color and strenght from ceiling
light_plane = bproc.object.create_primitive('PLANE', scale=[3, 3, 1], location=[0, 0, 10])
light_plane.set_name('light_plane')
light_plane_material = bproc.material.create('light_material')
# sample point light on shell
light_point = bproc.types.Light()
light_point.set_energy(200)
# load cc_textures
cc_textures = bproc.loader.load_ccmaterials(args.cc_textures_path)
# Define a function that samples 6-DoF poses
def sample_pose_func(obj: bproc.types.MeshObject):
min = np.random.uniform([-0.3, -0.3, 0.0], [-0.2, -0.2, 0.0])
max = np.random.uniform([0.2, 0.2, 0.4], [0.3, 0.3, 0.6])
obj.set_location(np.random.uniform(min, max))
obj.set_rotation_euler(bproc.sampler.uniformSO3())
# activate depth rendering without antialiasing and set amount of samples for color rendering
bproc.renderer.enable_depth_output(activate_antialiasing=False)
bproc.renderer.set_max_amount_of_samples(50)
for i in range(args.num_scenes):
# Sample bop objects for a scene
sampled_target_bop_objs = list(np.random.choice(target_bop_objs, size=20, replace=False))
sampled_distractor_bop_objs = list(np.random.choice(tless_dist_bop_objs, size=2, replace=False))
sampled_distractor_bop_objs += list(np.random.choice(ycbv_dist_bop_objs, size=2, replace=False))
sampled_distractor_bop_objs += list(np.random.choice(tyol_dist_bop_objs, size=2, replace=False))
# Randomize materials and set physics
for obj in (sampled_target_bop_objs + sampled_distractor_bop_objs):
mat = obj.get_materials()[0]
if obj.get_cp("bop_dataset_name") in ['itodd', 'tless']:
grey_col = np.random.uniform(0.1, 0.9)
mat.set_principled_shader_value("Base Color", [grey_col, grey_col, grey_col, 1])
mat.set_principled_shader_value("Roughness", np.random.uniform(0, 1.0))
mat.set_principled_shader_value("Specular", np.random.uniform(0, 1.0))
obj.enable_rigidbody(True, mass=1.0, friction = 100.0, linear_damping = 0.99, angular_damping = 0.99)
obj.hide(False)
# Sample two light sources
light_plane_material.make_emissive(emission_strength=np.random.uniform(3,6),
emission_color=np.random.uniform([0.5, 0.5, 0.5, 1.0], [1.0, 1.0, 1.0, 1.0]))
light_plane.replace_materials(light_plane_material)
light_point.set_color(np.random.uniform([0.5,0.5,0.5],[1,1,1]))
location = bproc.sampler.shell(center = [0, 0, 0], radius_min = 1, radius_max = 1.5,
elevation_min = 5, elevation_max = 89)
light_point.set_location(location)
# sample CC Texture and assign to room planes
random_cc_texture = np.random.choice(cc_textures)
for plane in room_planes:
plane.replace_materials(random_cc_texture)
# Sample object poses and check collisions
bproc.object.sample_poses(objects_to_sample = sampled_target_bop_objs + sampled_distractor_bop_objs,
sample_pose_func = sample_pose_func,
max_tries = 1000)
# Physics Positioning
bproc.object.simulate_physics_and_fix_final_poses(min_simulation_time=3,
max_simulation_time=10,
check_object_interval=1,
substeps_per_frame = 20,
solver_iters=25)
# BVH tree used for camera obstacle checks
bop_bvh_tree = bproc.object.create_bvh_tree_multi_objects(sampled_target_bop_objs + sampled_distractor_bop_objs)
cam_poses = 0
while cam_poses < 25:
# Sample location
location = bproc.sampler.shell(center = [0, 0, 0],
radius_min = 0.44,
radius_max = 1.42,
elevation_min = 5,
elevation_max = 89)
# Determine point of interest in scene as the object closest to the mean of a subset of objects
poi = bproc.object.compute_poi(np.random.choice(sampled_target_bop_objs, size=15, replace=False))
# Compute rotation based on vector going from location towards poi
rotation_matrix = bproc.camera.rotation_from_forward_vec(poi - location, inplane_rot=np.random.uniform(-3.14159, 3.14159))
# Add homog cam pose based on location an rotation
cam2world_matrix = bproc.math.build_transformation_mat(location, rotation_matrix)
# Check that obstacles are at least 0.3 meter away from the camera and make sure the view interesting enough
if bproc.camera.perform_obstacle_in_view_check(cam2world_matrix, {"min": 0.3}, bop_bvh_tree):
# Persist camera pose
bproc.camera.add_camera_pose(cam2world_matrix, frame=cam_poses)
cam_poses += 1
# render the whole pipeline
data = bproc.renderer.render()
# Write data in bop format
bproc.writer.write_bop(os.path.join(args.output_dir, 'bop_data'),
target_objects = sampled_target_bop_objs,
dataset = 'hb',
depth_scale = 0.1,
depths = data["depth"],
colors = data["colors"],
color_file_format = "JPEG",
ignore_dist_thres = 10)
for obj in (sampled_target_bop_objs + sampled_distractor_bop_objs):
obj.disable_rigidbody()
obj.hide(True)