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Failure detection on Mobile manipulation environment

91F1 ScorePaLM-E-12B
52.5262.5172.582.49Mar 6, 2023

Evaluation results

MethodLinks
PaLM-E-12Btrained on=Single robot, from scratch=false, LLM+ViT pretrain=true, LLM frozen=true2023.0391
PaLM-E-12Btrained on=Full mixture, from scratch=false, LLM+ViT pretrain=true, LLM frozen=true2023.0391
CLIP-FT-hindsight2023.0389
PaLM-E-12Btrained on=Full mixture, from scratch=false, LLM+ViT pretrain=false, LLM frozen=false2023.0377
PaLIzero-shot=true2023.0373
CLIP-FT2023.0365
PaLM-E-12Btrained on=Single robot, from scratch=true, LLM+ViT pretrain=false, LLM frozen=n/a2023.0354