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Recovering the 3D UUV Position using UAV Imagery in Shallow-Water Environments

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In this paper we propose a novel approach aimed at recovering the 3D position of an UUV from UAV imagery in shallow-water environments. Through combination of UAV and UUV measurements, we show that our method can be utilized as an accurate and cost-effective alternative when compared to acoustic sensing methods, typically required to obtain ground truth information in underwater localization problems. Furthermore, our approach allows for a seamless conversion to geo-referenced coordinates which can be utilized for navigation purposes. To validate our method, we present the results with data collected through a simulation environment and field experiments, demonstrating the ability to successfully recover the UUV position with sub-meter accuracy.

Antun {\DJ}ura\v{s}, Matija Sukno, Ivana Palunko• 2024

Related benchmarks

TaskDatasetResultRank
Multi-task Language UnderstandingMMLU
MMLU Accuracy64.91
442
Commonsense ReasoningHellaSwag
HellaSwag Score84.02
53
Science Question AnsweringARC-C
ARC-C Score60.54
43
Mathematical Reasoninggsm
GSM Accuracy59.74
27
TruthfulnessTruthfulQA
TruthfulQA Score64.5
20
Code GenerationCodex
CodeX Score45.43
20
Aggregate performance evaluationMMLU, GSM, HellaSwag, TruthfulQA, ARC-C, CodeX
Improvement3.15
18
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