Boosting Generalizability towards Zero-Shot Cross-Dataset Single-Image Indoor Depth by Meta-Initialization

CY Wu, Y Zhong, J Wang, U Neumann - arXiv preprint arXiv:2409.02486, 2024 - arxiv.org
Indoor robots rely on depth to perform tasks like navigation or obstacle detection, and single-
image depth estimation is widely used to assist perception. Most indoor single-image depth …

Meta-optimization for higher model generalizability in single-image depth prediction

CY Wu, Y Zhong, J Wang, U Neumann - arXiv preprint arXiv:2305.07269, 2023 - arxiv.org
Model generalizability to unseen datasets, concerned with in-the-wild robustness, is less
studied for indoor single-image depth prediction. We leverage gradient-based meta-learning …

Semantic embodied navigation: developing agents that navigate from language and vision

J Krantz - 2023 - ir.library.oregonstate.edu
Autonomous robotic agents are on their way to becoming in-home personal assistants,
construction assistants, and warehouse workers. The degree of autonomy of such systems is …