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GPU-Accelerated Gaussian Processes for Object Detection
2015
2015 Sensor Signal Processing for Defence (SSPD)
Gaussian Process classification (GPC) allows accurate and reliable detection of objects. The high computational load of squared-error or radial basis function kernels limits the applications that GPC can be used in, as memory requirements and computation time are both limiting factors. We describe our version of accelerated GPC on GPU (Graphics Processing Unit). GPUs have limited memory so any GPC implementation must be memory-efficient as well as computationally efficient. Using a
doi:10.1109/sspd.2015.7288505
fatcat:x43fpulddfax7ez73m6tdozurm