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Found 6 papers, 0 papers with code
Mlinear: Rethink the Linear Model for Time-series Forecasting
In this paper, we carefully examine the opposing properties of CI and CD, and raise a practical question that has not been effectively answered, e. g.,"How to effectively mix the CI and CD properties of time series to achieve better predictive performance?"
Direct Servo Control from In-Sensor CNN Inference with A Pixel Processor Array
This work demonstrates direct visual sensory-motor control using high-speed CNN inference via a SCAMP-5 Pixel Processor Array (PPA).
Agile Reactive Navigation for A Non-Holonomic Mobile Robot Using A Pixel Processor Array
Experimental results demonstrate that the algorithm's ability to enable a ground vehicle to navigate at an average speed of 2. 20 m/s for passing through multiple gates and 3. 88 m/s for a 'slalom' task in an environment featuring significant visual clutter.
Fully Embedding Fast Convolutional Networks on Pixel Processor Arrays
This is in contrast to previous works that only use a sensor-level processing to sequentially compute image convolutions, and must transfer data to an external digital processor to complete the computation.
A Camera That CNNs: Towards Embedded Neural Networks on Pixel Processor Arrays
This allows images to be stored and manipulated directly at the point of light capture, rather than having to transfer images to external processing hardware.
Visual Odometry for Pixel Processor Arrays
We present an approach of estimating constrained motion of a novel Cellular Processor Array (CPA) camera, on which each pixel is capable of limited processing and data storage allowing for fast low power parallel computation to be carried out directly on the focal-plane of the device.
