Kyle Rupnow
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View article: SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded Systems
SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded Systems Open
Object detection and tracking are challenging tasks for resource-constrained embedded systems. While these tasks are among the most compute-intensive tasks from the artificial intelligence domain, they are only allowed to use limited compu…
View article: SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded Systems
SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded Systems Open
Object detection and tracking are challenging tasks for resource-constrained embedded systems. While these tasks are among the most compute-intensive tasks from the artificial intelligence domain, they are only allowed to use limited compu…
View article: SkyNet: A Champion Model for DAC-SDC on Low Power Object Detection
SkyNet: A Champion Model for DAC-SDC on Low Power Object Detection Open
Developing artificial intelligence (AI) at the edge is always challenging, since edge devices have limited computation capability and memory resources but need to meet demanding requirements, such as real-time processing, high throughput p…
View article: FPGA/DNN Co-Design: An Efficient Design Methodology for IoT Intelligence on the Edge
FPGA/DNN Co-Design: An Efficient Design Methodology for IoT Intelligence on the Edge Open
While embedded FPGAs are attractive platforms for DNN acceleration on edge-devices due to their low latency and high energy efficiency, the scarcity of resources of edge-scale FPGA devices also makes it challenging for DNN deployment. In t…
View article: Platform choices and design demands for IoT platforms: cost, power, and performance tradeoffs
Platform choices and design demands for IoT platforms: cost, power, and performance tradeoffs Open
The rise of the Internet of Things has led to an explosion of sensor computing platforms. The complexity and applications of IoT devices range from simple devices in vending machines to complex, interactive artificial intelligence in smart…