PARA

Pixel-Aligned Robot Actions

PARA method overview

Data Efficiency

Training data22 eps
in-distribution episodes
Baseline0/6
in-distribution rollouts
Ours (PARA)6/6 · 100%
in-distribution rollouts

Out-of-Distribution Object Position Generalization

Baseline0/11
no fine-tune
Ours (PARA)1/4 + 3 slipped
no fine-tune
Baselineeval pending
+ 5-episode fine-tune
Ours (PARA)5/6 · 83%
+ 5-episode fine-tune

Out-of-Distribution Viewpoint Generalization

Baseline0/4
no fine-tune
Ours (PARA)5/9 · 55%
no fine-tune
Baseline0/4
+ 7-episode fine-tune
Ours (PARA)6/7 · 86%
+ 7-episode fine-tune
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