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Navigating the Future
Jan. 19, 2024, 11:21 p.m. | Nate Cibik
Towards Data Science - Medium towardsdatascience.com
Autonomous Robotics in the Era of Large Multimodal Models
Image created by author using DALL-E 3.In my recent work on Multiformer, I explored the power of lightweight hierarchical vision transformers to efficiently perform simultaneous learning and inference on multiple computer vision tasks essential for robotic perception. This “shared trunk” concept of a common backbone feeding features to multiple task heads has become a popular approach in multi-task learning, particularly in autonomous robotics, because it has repeatedly been demonstrated …
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