ACT โ€” GelSight resolution ablation (120x90)

One point of a GelSight-resolution ablation on the DG-5F + UR5e cable-sorting task. Every run in the sweep is identical apart from the GelSight resolution, so any difference between them is attributable to tactile resolution alone.

  • Dataset: Kaz55/dg5f_ur5e_combined_gs120 โ€” 180 episodes / 208,933 frames
  • GelSight resolution: 120x90
  • RealSense: 640x480 (unchanged across the whole sweep)
  • Policy: ACT, chunk_size=60, n_action_steps=60
  • Training: 200,000 steps, batch 8, seed 1000

Inputs

observation.state (26) + RealSense x2 + GelSight x2

observation.velocity and observation.effort exist in the dataset but are deliberately excluded, matching the 500x375 baseline Kaz55/act-newcable-combined-4cam-chunk60. Letting them in via feature auto-derivation would add a second difference between runs and break the ablation.

Sweep

resolution model
500x375 act-newcable-combined-4cam-chunk60
320x240 act-combined-gs320-4cam-chunk60
200x150 act-combined-gs200-4cam-chunk60
120x90 act-combined-gs120-4cam-chunk60
64x48 act-combined-gs64-4cam-chunk60
32x24 act-combined-gs32-4cam-chunk60
none act-combined-gs0-4cam-chunk60
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