datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
gr00t-g1-grab-bottle-right-hand-zero-wandering-smooth-radius-5
Grab-Bottle (right hand) - zero-wandering, smoothing half-width 5
LeRobot v2.1 dataset for the Unitree G1 right-hand bottle-grab task, curated to
remove non-purposeful arm motion ("wandering") so a trained policy does not learn
unstable behavior. Derived from the
105-episode source teleoperation set
by running the kinematic zero-wandering pipeline at smoothing half-width 5;
each surviving clean sub-segment is emitted as its own episode (no action chunk ever
spans a cut).
This is… See the full description on the dataset page: https://huggingface.co/datasets/cloudwalk-research/gr00t-g1-grab-bottle-right-hand-zero-wandering-smooth-radius-5.gr00t-g1-grab-bottle-right-hand-zero-wandering-smooth-radius-15
Grab-Bottle (right hand) - zero-wandering, smoothing half-width 15
LeRobot v2.1 dataset for the Unitree G1 right-hand bottle-grab task, curated to
remove non-purposeful arm motion ("wandering") so a trained policy does not learn
unstable behavior. Derived from the
105-episode source teleoperation set
by running the kinematic zero-wandering pipeline at smoothing half-width 15;
each surviving clean sub-segment is emitted as its own episode (no action chunk ever
spans a cut).
This… See the full description on the dataset page: https://huggingface.co/datasets/cloudwalk-research/gr00t-g1-grab-bottle-right-hand-zero-wandering-smooth-radius-15.gr00t-g1-grab-bottle-right-hand-zero-wandering-smooth-radius-10
Grab-Bottle (right hand) - zero-wandering, smoothing half-width 10
LeRobot v2.1 dataset for the Unitree G1 right-hand bottle-grab task, curated to
remove non-purposeful arm motion ("wandering") so a trained policy does not learn
unstable behavior. Derived from the
105-episode source teleoperation set
by running the kinematic zero-wandering pipeline at smoothing half-width 10;
each surviving clean sub-segment is emitted as its own episode (no action chunk ever
spans a cut).
This… See the full description on the dataset page: https://huggingface.co/datasets/cloudwalk-research/gr00t-g1-grab-bottle-right-hand-zero-wandering-smooth-radius-10.gr00t-g1-grab-bottle-right-hand-zero-wandering-smooth-radius-20
Grab-Bottle (right hand) - zero-wandering, smoothing half-width 20
LeRobot v2.1 dataset for the Unitree G1 right-hand bottle-grab task, curated to
remove non-purposeful arm motion ("wandering") so a trained policy does not learn
unstable behavior. Derived from the
105-episode source teleoperation set
by running the kinematic zero-wandering pipeline at smoothing half-width 20;
each surviving clean sub-segment is emitted as its own episode (no action chunk ever
spans a cut).
This… See the full description on the dataset page: https://huggingface.co/datasets/cloudwalk-research/gr00t-g1-grab-bottle-right-hand-zero-wandering-smooth-radius-20.bimanual-smooth-fold-clothes-so101-testThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "bi_so101_follower",
"total_episodes": 10,
"total_frames": 18801,
"total_tasks": 1,
"total_videos": 30,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:10"},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/LittleFire99/bimanual-smooth-fold-clothes-so101-test.packing6test1_0905_smoothedThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "bi_piper_follower",
"total_episodes": 46,
"total_frames": 140146,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:46"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/mimiminsoo/packing6test1_0905_smoothed.lerobot_policy_act_smooth_30fpsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "so_follower",
"total_episodes": 100,
"total_frames": 37311,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:100"},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/giacomoran/lerobot_policy_act_smooth_30fps.spamcoffee_test1_0904_r2_combined_smoothedThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "bi_piper_follower",
"total_episodes": 53,
"total_frames": 133994,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:17"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/mimiminsoo/spamcoffee_test1_0904_r2_combined_smoothed.packing_0909__smoothedThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "bi_piper_follower",
"total_episodes": 20,
"total_frames": 47959,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:10"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/mimiminsoo/packing_0909__smoothed.spamcoffee_noyolo_combined_smoothedThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "bi_piper_follower",
"total_episodes": 50,
"total_frames": 115388,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:10"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/mimiminsoo/spamcoffee_noyolo_combined_smoothed.astra_grab_floor_toys_smoothed_base_cmdThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.0",
"robot_type": null,
"total_episodes": 50,
"total_frames": 73694,
"total_tasks": 1,
"total_videos": 150,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:50"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/lookas/astra_grab_floor_toys_smoothed_base_cmd.125tanq_final_wo_smoothThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so101_follower",
"total_episodes": 60,
"total_frames": 16103,
"total_tasks": 1,
"total_videos": 120,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:60"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/radiuson/125tanq_final_wo_smooth.astra_grab_floor_toys_extended_smoothed_base_cmdThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.0",
"robot_type": "astra_joint",
"total_episodes": 80,
"total_frames": 113547,
"total_tasks": 1,
"total_videos": 240,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:80"},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/lookas/astra_grab_floor_toys_extended_smoothed_base_cmd.real01b-marker-d2-umirel-schemep-mono-SMOOTHNESS-PROBE5This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-marker-d2-umirel-schemep-mono-SMOOTHNESS-PROBE5.buster-smooth-sync
BUSTER_Episode_2
LeRobot v2.1 format dataset for robot manipulation.
Dataset Structure
Episodes: 2 episodes of robot manipulation
Total Frames: 2303 frames
Cameras: 3 camera views per episode
observation.images.base_camera_sensor_image_raw
observation.images.arm1_camera_sensor_image_raw
observation.images.arm2_camera_sensor_image_raw
Robot: Bimanual manipulator with 34 joints
Format: LeRobot v2.1
Usage with LeRobot
from… See the full description on the dataset page: https://huggingface.co/datasets/Sraghvi/buster-smooth-sync.spamcoffee_test1_0904_r2_combined_smoothed_noregraspThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "bi_piper_follower",
"total_episodes": 53,
"total_frames": 133994,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:17"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/mimiminsoo/spamcoffee_test1_0904_r2_combined_smoothed_noregrasp.SmoothNLPNewskuka-centrifuge-smooth-cycle_20260919This dataset was created using LeRobot.
Dataset Description
One successful full centrifuge cycle with revised robot motion:
open, load both vials, close, press Start, wait two seconds, press Stop, wait for
standstill, reopen, unload, and return both vials to their initial bench positions.
The wait precedes movement to Stop, so the running interval also includes button
approach and retreat. The expert uses ordinary Cartesian pose and gripper actions.
Clear-space pickup… See the full description on the dataset page: https://huggingface.co/datasets/ar0s/kuka-centrifuge-smooth-cycle_20260919.lerobot_policy_act_smooth_10fpsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "so_follower",
"total_episodes": 100,
"total_frames": 12474,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 10,
"splits": {
"train": "0:100"},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/giacomoran/lerobot_policy_act_smooth_10fps.stackblocks_recap_all_for_vf_v3_advantage_n30_smooth5This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/lilkm/stackblocks_recap_all_for_vf_v3_advantage_n30_smooth5.rb5_pp_demo_smoothThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"joint_0",
"joint_1",
"joint_2",
"joint_3",
"joint_4",
"joint_5",
"gripper_0"
],
"shape": [
7
]… See the full description on the dataset page: https://huggingface.co/datasets/rainbowrobotics/rb5_pp_demo_smooth.test_pick_can_200_smooth_cartesianThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "grabette",
"total_episodes": 166,
"total_frames": 28835,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 50,
"splits": {
"train": "0:166"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/SteveNguyen/test_pick_can_200_smooth_cartesian.bimanual-smooth-clothes-so101-testThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "bi_so101_follower",
"total_episodes": 20,
"total_frames": 29982,
"total_tasks": 1,
"total_videos": 60,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:20"},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/LittleFire99/bimanual-smooth-clothes-so101-test.rollout_bi_so101_ffp_0615-14-12-dagger_merged3cam_nopolicyaction_use_smoothingThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 60,
"features": {
"observation.state": {
"dtype": "float32",
"names": [
"left_shoulder_pan.pos",
"left_shoulder_lift.pos",
"left_elbow_flex.pos",
"left_wrist_flex.pos",
"left_wrist_roll.pos",
"left_gripper.pos"… See the full description on the dataset page: https://huggingface.co/datasets/wuc1/rollout_bi_so101_ffp_0615-14-12-dagger_merged3cam_nopolicyaction_use_smoothing.so101_sim_pick_cube_smootheval_smolvla_smoothThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "so101_follower",
"total_episodes": 12,
"total_frames": 3062,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 500,
"fps": 30,
"splits": {
"train": "0:12"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/danipaez/eval_smolvla_smooth.part4-rake_smooth_zen_gardenThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "hand",
"total_episodes": 1955,
"total_frames": 1040647,
"total_tasks": 31,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:1955"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/gsethia08/part4-rake_smooth_zen_garden.eval_smolvla_gauss_smoothThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "so101_follower",
"total_episodes": 12,
"total_frames": 3062,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 500,
"fps": 30,
"splits": {
"train": "0:12"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/danipaez/eval_smolvla_gauss_smooth.eval-gliner2-ner-ontonotes5-boundary-smoothing-testeval-gliner2-ner-fin-boundary-smoothing-validation