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UA V3D: A Large-scale 3D Perception Benchmark for Unmanned Aerial Vehicles

Neural Information Processing Systems

Unmanned Aerial V ehicles (UA Vs), equipped with cameras, are employed in numerous applications, including aerial photography, surveillance, and agriculture. In these applications, robust object detection and tracking are essential for the effective deployment of UA Vs.





e57c6b956a6521b28495f2886ca0977a-Paper.pdf

Neural Information Processing Systems

Attention mechanism has shown great performance and efficiency in a lot of deep learning models, in which relative position encoding plays a crucial role. However, when introducing attention to manifolds, there is no canonical local coordinate system to parameterize neighborhoods.


a1a2c3fed88e9b3ba5bc3625c074a04e-Paper.pdf

Neural Information Processing Systems

The three-dimensional reconstruction of multiple interacting humans given a monocular image is crucial for the general task of scene understanding, as capturing the subtleties of interaction is often the very reason for taking a picture.