__author__ = 'mhgou' __version__ = '1.0' # GraspNetAPI example for grasp nms. # change the graspnet_root path #################################################################### graspnet_root = '/home/gmh/graspnet' # ROOT PATH FOR GRASPNET #################################################################### sceneId = 1 annId = 3 from graspnetAPI import GraspNet import open3d as o3d import cv2 # initialize a GraspNet instance g = GraspNet(graspnet_root, camera='kinect', split='train') # load grasps of scene 1 with annotation id = 3, camera = kinect and fric_coef_thresh = 0.2 _6d_grasp = g.loadGrasp(sceneId = sceneId, annId = annId, format = '6d', camera = 'kinect', fric_coef_thresh = 0.2) print('6d grasp:\n{}'.format(_6d_grasp)) # visualize the grasps using open3d geometries = [] geometries.append(g.loadScenePointCloud(sceneId = sceneId, annId = annId, camera = 'kinect')) geometries += _6d_grasp.random_sample(numGrasp = 1000).to_open3d_geometry_list() o3d.visualization.draw_geometries(geometries) nms_grasp = _6d_grasp.nms(translation_thresh = 0.1, rotation_thresh = 30 / 180.0 * 3.1416) print('grasp after nms:\n{}'.format(nms_grasp)) # visualize the grasps using open3d geometries = [] geometries.append(g.loadScenePointCloud(sceneId = sceneId, annId = annId, camera = 'kinect')) geometries += nms_grasp.to_open3d_geometry_list() o3d.visualization.draw_geometries(geometries)