Computer Vision , AI

[One-page summary] Active Task Randomization: Learning Visuomotor Skills for Sequential Manipulation by Proposing Feasible and Novel Tasks (CVPR 2023) by Pang et al. 본문

Paper_review[short]

[One-page summary] Active Task Randomization: Learning Visuomotor Skills for Sequential Manipulation by Proposing Feasible and Novel Tasks (CVPR 2023) by Pang et al.

Elune001 2024. 1. 15. 21:47
Summary: Active Task Randomization can create tasks for training the skill policies to handle diverse scenarios in sequential manipulation tasks
 
Approach highlight
  • Active task Randomization: task sampler propose suitable tasks in the simulation

  • Task Encoder: adaptively estimate the feasibility of sampled tasks

 Maps each task parameter into a compact embedding($\rightarrow$) in the replay buffer and estimate the novelty

 

  Main Results

   Discussion

  • is it a fair comparison to the baseline?