Poke &Wiggle

MolmoAct 2

Environmente08

Place spray bottles upright, nozzle forward (bimanual handover)

ModelMolmoAct 2
Mid-training dataM0
  • M0
  • M100 (coming soon)
Task-specific dataD300
SpatialInterpolation

BenchmarkPAW-GEN-10

Episodes
30
Total duration
29:40
Mean duration
59.3 s
Success
90%
Manipulation density
Share of time manipulating, five definitionsJoints moving100.0%End-effector moving99.4%Gripper engaged74.0%Contact force > 5 N74.5%Gripper engaged or in contact93.1%
SPARC smoothness
Spectral arc length of the motionHow directly the arm moved, read from the shape of its speed spectrum. Unitless measure ≤ -1; the closer to -1, the smoother.The measure ignores how large a movement is, so a large and a small one compare directly. Shown here as the mean over this environment's measured episodes.Cutoff10 HzAmplitude threshold5%Zero-padding16×Signalend-effector translationBalasubramanian et al., On the analysis of movement smoothness, J Neuroeng Rehabil 2015.

Episode 1 · Failed · 14.8 s

  • Excellent
  • Ok
  • Failed
wrist left
static
wrist right

Held-out benchmark environment

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