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DexBench multitask · all 15 tasks

The 15 DexBench tasks in one dataset: 240 episodes per task, in the order below. Each episode keeps its own instruction; meta/tasks holds the 30 instruction texts.

Task folder Task Name task_index Frames
db_r1 DB-R1 Pick fruit from a display 0 51,239
db_r2 DB-R2 Retrieve a drink from a refrigerator 1, 2, 3, 4, 5, 6 120,813
db_r3 DB-R3 Place a box in a shelf slot 7, 8, 9, 10 252,802
db_l1 DB-L1 Pick polybags from a conveyor 11 187,312
db_l2 DB-L2 Lift a package onto a conveyor 12 79,158
db_l3 DB-L3 Pack an invoice 13 65,367
db_l4 DB-L4 Deliver a parcel barcode-up 14 308,559
db_m1 DB-M1 Insert a detergent drawer 15 354,546
db_m2 DB-M2 Insert a connector 16 240,697
db_m3 DB-M3 Fasten bolts with a power driver 17 247,762
db_m4 DB-M4 Hand-start a leveling leg 18 403,558
db_m5 DB-M5 Place a part in a kit box 19, 20, 21, 22, 23 103,610
db_h1 DB-H1 Stack plates or bowls 24, 25 187,019
db_h2 DB-H2 Lift and pour 26 301,434
db_h3 DB-H3 Extract one utensil 27, 28, 29 43,351
Episodes 3,600 (task k = episodes 240k … 240k+239, in the table's order)
Frames 2,947,227 at 30 fps
Cameras observation.images.camera_ego_left, observation.images.camera_ego_right, observation.images.camera_wrist_left, observation.images.camera_wrist_right: 640×360, H.264, 30 fps
State / action observation.joint_position, observation.joint_velocity and action: float32 × 66, joint names in meta/info.json, groups in meta/modality.json: wheels 0:4, torso 4:10, right arm 10:17, right hand 17:37, left arm 37:44, left hand 44:64, neck 64:66. Also timestamp, frame_index, episode_index, index, task_index, next.done.
Format LeRobot v3.0. For LeRobot v2.1: python tools/convert_lerobot_v30_to_v21.py multitask multitask_v21 --expect-episodes 3600 --expect-frames 2947227
License © 2026 RLWRLD Inc., licensed under CC BY 4.0 (see LICENSE.md at the repository root).

Integrity

sha256sum -c SHA256SUMS inside this folder.