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imagewidth (px)
224
224
wrist_image
imagewidth (px)
224
224
state
list
actions
list
timestamp
float32
0
97.1
frame_index
int64
0
971
episode_index
int64
0
99
index
int64
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13.1k
task_index
int64
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[ 0.3994221091270447, -0.0031725470907986164, 0.2889650762081146, -3.1395232677459717, 0.0095791881904006, -0.002588982693850994, 0, 0 ]
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0.2
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0.3
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0.6
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0.7
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0.8
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0.9
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1
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1.1
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1.3
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1.4
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1.5
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1.6
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1.7
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1.8
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1.9
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2
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2.1
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2.2
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2.3
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2.4
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2.5
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2.6
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2.7
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2.8
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2.9
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3
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3.1
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3.2
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3.3
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3.4
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3.5
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3.6
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3.7
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3.8
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3.9
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4
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4.1
41
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4.2
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4.3
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4.4
44
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4.5
45
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4.6
46
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4.7
47
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4.8
48
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4.9
49
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49
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5
50
0
50
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5.1
51
0
51
0
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5.2
52
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5.3
53
0
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5.4
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5.5
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0
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5.6
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0
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0
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5.7
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0
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5.8
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0
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5.9
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0
59
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6
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0
60
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6.1
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0
61
0
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6.2
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0
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0
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6.3
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0
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0
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6.4
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6.5
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6.6
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6.7
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6.8
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0
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6.9
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7
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0
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7.1
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0
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0
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7.2
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7.3
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7.4
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7.5
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7.6
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7.7
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7.8
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0
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0
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7.9
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0
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0
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8
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0
80
0
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8.1
81
0
81
0
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8.2
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8.3
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8.4
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0
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8.5
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0
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8.6
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8.7
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8.8
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0
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8.9
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0
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0
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9
90
0
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9.1
91
0
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9.2
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9.3
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0
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9.4
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0
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0
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9.5
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0
95
0
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9.6
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9.7
97
0
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[ 0.4035266041755676, -0.03409970551729202, 0.2698935568332672, -3.107070207595825, 0.2668244242668152, 0.12329645454883575, 1, 1 ]
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9.8
98
0
98
0
[ 0.4037531614303589, -0.028414634987711906, 0.27706241607666016, -3.114081859588623, 0.22068066895008087, 0.12420014292001724, 1, 1 ]
[ 0.0002918541431427002, 0.004282400012016296, 0.006798475980758667, 0.002250980120152235, 0.00537807447835803, 0.03004978597164154, 1 ]
9.9
99
0
99
0
End of preview. Expand in Data Studio

xarm_cube_binmarker

xArm7 phone-teleop dataset for cube ("pick up the cube") with the binmarker tactile overlay burned into the camera frames: one arrow per gripper finger (anchored at the finger center pad via forward kinematics) with fixed length AND fixed direction (the sensor-frame pad normal — a rigid "flag" on the finger), drawn iff that finger's binary contact state is ON. Ported from LIBERO_contact_overlay's binbars style, presented spatially.

The overlay carries only the per-finger contact bit — NO force magnitude and NO force direction. Pure binary-contact ablation rung between points9_arrow_len0 (positions only) and points9_arrow (full force field).

Contact detection (how the threshold was tuned)

Per-finger binary contact from the 3x3x3-axis tactile array:

  • Normalization offset = median over known-idle frames (first 10 frames of each episode, post-homing, gripper open). The naive whole-dataset median is contact-polluted on tasks that spend most frames in contact (charger: 60% closed frames made idle read as a fake magnitude of ~1.2).
  • Metric = max over the 9 cells of the normalized cell-vector L2 norm ("max-cell"). The cell-sum alternative cannot separate charger idle noise (p99.5 = 0.45) from real light holds (0.5 on tube/dishwasher's weaker finger). Max-cell: idle p99.5 <= 0.24 on every task, real contacts >= ~0.3.
  • Hysteresis + debounce (Schmitt trigger): ON after 2 consecutive frames

    = 0.25, OFF after 3 consecutive frames < 0.18, state reset at episode boundaries. Light-but-real holds (dips to 0.23) stay latched; single-frame noise spikes never trigger.

Validated on all 400 episodes (zero idle false positives in every post-homing window) and visually verified on 5 episodes per task (timelines + frame montages at approach / contact onset / mid-hold / post-release), plus a final spot check on the converted LeRobot frames: no arrows during approach, arrows at contact onset, latched through holds, cleared within <=3 frames of release, and honest negatives (gripper closed around nothing draws nothing).

Contents

  • 100 episodes / 13103 frames @ 10 Hz, LeRobot v2.1 format
  • image (224x224x3, agent view) and wrist_image (224x224x3) — overlay burned in
  • state (8-dim: ee_pos_m, ee_axis_angle_rad, grasp, grasp)
  • actions (7-dim world-frame deltas: dxyz_m, daxis_angle_rad, grasp in {-1,+1})

Same source recordings as every other overlay variant of this task — only the burned-in pixels differ.

Paired model

EdwardoSunny/pi05_xarm_cube_binmarker_lora

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