Zero-shot Motion Pattern Recognition from 4D point-clouds
Introduction In this post, we are going to discuss the pattern recognition from spatial data in motion through a zero-shot learning scenario. We use Siamese networks architecture to recognize unseen classes of motion patterns. A graph-based approach is adopted to achieve permutation invariance and encode moving point clouds into a representation in a computationally efficient way. Point-clouds…
Dariush Salami
Collaborative Sensing in Cellular Networks
One of the potential solutions for tackling the problem of RF congestion is integrating sensing and communication infrastructures in a manner where they use the same frequency band in a controlled way. In our last paper, which is submitted to Journal of Selected Areas in Communications (JSAC), we have proposed a mechanism to perform multi-radar…
FMCW mmWave radars can see through walls!
Imagine trying to land a helicopter on a hotel building in the depth of the night, in the middle of a city during foggy weather. How can you land safely without seeing where you are going? Air traffic controllers are an example of radar-assisted systems which help pilots to land no matter the weather and…