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Author

J. Martínez-Carranza

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Aug 2026

3D CNN and Study of Attention Mechanisms to Relative Camera Position

A spatio-temporal regression architecture combining 3D CNNs and attention mechanisms that regresses these fused representations into a relative position estimate and demonstrates the effectiveness of the method on the TII Drone Racing and UZH-FPV datasets.

Nilda G. Xolo-Tlapanco, J. Martínez-Carranza · 0 citations
Aug 2026

Vision Transformer-Based Autonomous Safe Landing Zone Detection for MAVs

This work systematically evaluates the proposed approach on aerial RGB images from a public dataset as well as on noisy depth images captured onboard a drone using a lightweight depth camera, showing that the ViT-based model consistently outperforms widely used CNN architectures, including ResNet, particularly in low-d...

Victoria Eugenia Vazquez-Meza, J. Martínez-Carranza · 0 citations
Aug 2026

Binary Networks and Continual Learning for Pose Estimation from a Single Aerial Image

This work proposes a methodology using a binary network with a Continual Learning (CL) strategy to create an estimation model to create an estimation model during the same flight mission for Pose estimation using aerial images captured by UAVs.

A. Cabrera-Ponce, L. Rojas-Perez, Manuel Martin-Ortiz et al. · 0 citations

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