OpenHelix: A Short Survey, Empirical Analysis, and Open-Source Dual-System VLA Model for Robotic Manipulation
원문 초록
Dual-system VLA (Vision-Language-Action) architectures have become a hot topic in embodied intelligence research, but there is a lack of sufficient open-source work for further performance analysis and optimization. To address this problem, this paper will summarize and compare the structural designs of existing dual-system architectures, and conduct systematic empirical evaluations on the core design elements of existing dual-system architectures. Ultimately, it will provide a low-cost open-source model for further exploration. Of course, this project will continue to update with more experimental conclusions and open-source models with improved performance for everyone to choose from. Project page: https://openhelix-robot.github.io/.
함께 살펴볼 논문
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DreamVLA: A Vision-Language-Action Model Dreamed with Comprehensive World Knowledge
From Seeing to Doing: Bridging Reasoning and Decision for Robotic Manipulation
UniVLA: Learning to Act Anywhere with Task-centric Latent Actions
ChatVLA: Unified Multimodal Understanding and Robot Control with Vision-Language-Action Model
DeeR-VLA: Dynamic Inference of Multimodal Large Language Models for Efficient Robot Execution
CapsDT: Diffusion-Transformer for Capsule Robot Manipulation
토론
이 논문과 연결된 포럼 글이 아직 없습니다.