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int64
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int64
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int64
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End of preview. Expand in Data Studio

ForceSight Demos (6_3)

Teleoperated demonstration datasets in LeRobot format (v2.1) for the ForceSight manipulation project. Recorded on a Franka Panda with a parallel-jaw hand and paired vision + tactile sensing.

Companion fine-tuned pi0.5 policies: mlshehab/forcesight.

Tasks

Four manipulation tasks, teleoperated:

  • balance — balance a white box on top of blue beams.
  • gear — insert a gear onto a peg.
  • medicine — pick up the bottle and place it in the orange bin if full, the blue bin if empty.
  • plug — insert a plug into a socket.

Subsets

All three subsets cover the same four tasks (400 episodes, 101,998 frames each). They differ in observation content / labeling:

Config Episodes Frames Description
tactile_6_3 400 101,998 Full observation set incl. both tactile streams
pi05_6_3 400 101,998 pi0.5 baseline (vision + state, no tactile streams)
tapvla_6_3 400 101,998 TAP-VLA variant (vision + state, no tactile streams) —

Format

  • codebase_version: v2.1
  • robot_type: panda_hand
  • fps: 15
  • Note: image features are stored as image (not video-encoded), so parquet files are large. Load with the standard LeRobot dataset loader.

Observations

tactile_6_3 includes all five image streams below; pi05_6_3 and tapvla_6_3 include only the three camera streams (no *_touch_image).

Key Type Shape
left_shoulder_image image 256×256×3
right_shoulder_image image 256×256×3
wrist_image image 256×256×3
left_touch_image image 240×320×3
right_touch_image image 240×320×3
state float32 (8,) joint states

Tactile images captured with a GelSight sensor.

Actions

actions: float32 (8,) — joint actions.

Loading

from lerobot.common.datasets.lerobot_dataset import LeRobotDataset

ds = LeRobotDataset("mlshehab/forcesight-demos", root="tactile_6_3")
print(ds[0].keys())

License

Apache-2.0.

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