Datasets

Collected Object Meshes with Grasping Labels

The meshes can be downloaded here. If you want to simplify the meshes, please refer to the instructions on Acronym. The affiliated grasping labels can be downloaded here

HAMMER Dataset and Grasp Labels

The original HAMMER focuses on the annotation of real depth maps. Please visit here for more details. Download links containing grasp labels can be found as follows: 

[scene2_traj1_1] [scene2_traj1_2] [scene2_traj2_1] [scene2_traj2_2]

[scene3_traj1_1] [scene3_traj2_1] [scene4_traj1_1] [scene4_traj2_1]

[scene5_traj1_1] [scene5_traj2_1] [scene6_traj1_1] [scene6_traj2_1]

[scene7_traj1_1] [scene7_traj2_1] [scene7_traj2_2] [scene8_traj1_1

[scene12_traj2_2] To be updated.

PhoCaL Dataset and Grasp Labels

The original PhoCaL focuses on the annotation of 6D object poses. Please visit here for more details. Download links can be found as follows (red ones contain grasp labels):

[sequence_5] [sequence_6] [sequence_7] [sequence_8]

[sequence_9] [sequence_10] [sequence_11] [sequence_12]

[sequence_13] [sequence_14] [sequence_15] [sequence_16]

[sequence_17] [sequence_18] [sequence_19] [sequence_20]

[sequence_21] [sequence_22] [sequence_23] [sequence_24]

README

Every grasp file is in h5 format under the grasps folder (under robot base) and its subfolder (under each camera pose). 

>> h5ls -r /path/to/sequence/grasps/grasps_info_base.h5

/                        Group

/cup_stanford            Group

/cup_stanford/angles     Dataset {110, 1}

/cup_stanford/axis       Dataset {110, 3}

/cup_stanford/centers    Dataset {110, 3}

/cup_stanford/end_points Dataset {110, 2, 3}

/cup_stanford/grasp_points Dataset {110, 2, 3}

/cup_stanford/qualities  Group

/cup_stanford/qualities/object_in_gripper Dataset {110, 1}

/cup_stanford/transforms Dataset {110, 4, 4}


...


/glass_green_bottle      Group

/glass_green_bottle/angles Dataset {428, 1}

/glass_green_bottle/axis Dataset {428, 3}

/glass_green_bottle/centers Dataset {428, 3}

/glass_green_bottle/end_points Dataset {428, 2, 3}

/glass_green_bottle/grasp_points Dataset {428, 2, 3}

/glass_green_bottle/qualities Group

/glass_green_bottle/qualities/object_in_gripper Dataset {428, 1}

/glass_green_bottle/transforms Dataset {428, 4, 4}

Grasp information

/cup_stanford-- the object class; /axis--Directions of finger closing; /angles--Angles of rotation around the axis; /centers--Centers of two jaws; /end_points--Coordinates of the end fingers of two jaws (wide open); /grasp_points--Contact positions between fingers and objects; /qualities/object_in_gripper--success labels; /transforms--6 DoF poses of two jaws.

Demo

PhoCaL Sequence 7

HAMMER Scene 8