What Do We Learn from a Large-Scale Study of Pre-Trained Visual Representations in Sim and Real Environments?

Author:

Silwal Sneha1,Yadav Karmesh2,Wu Tingfan1,Vakil Jay1,Majumdar Arjun2,Arnaud Sergio1,Chen Claire3,Berges Vincent-Pierre1,Batra Dhruv1,Rajeswaran Aravind1,Kalakrishnan Mrinal1,Meier Franziska1,Maksymets Oleksandr1

Affiliation:

1. Meta AI

2. Georgia Institute of Technology

3. Stanford University

Publisher

IEEE

Reference28 articles.

1. Simple but Effective: CLIP Embeddings for Embodied AI

2. The Unsurprising Effectiveness of Pre-Trained Vision Models for Control;Paгisi;ICML,2022

3. Offline visual representation learning for embodied navigation;Yadav,2022

4. R3M: A Universal Visual Representation for Robot Manipulation;Nair;CoRL,2022

5. Vip: Towards universal visual reward and representation via value-implicit pre-training;Ma,2022

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