FPGA acceleration of a quantized neural network for remote-sensed cloud detection

Physics & Astronomy

• imagery 48%
• inference 29%
• floating 26%
• resources 26%
• fault tolerance 20%
• cloud cover 20%
• commodities 19%
• field-programmable gate arrays 17%
• preprocessing 16%
• payloads 15%
• European Space Agency 14%
• learning 14%
• vehicles 13%
• integers 12%
• delivery 12%
• hardware 12%
• accelerators 10%
• costs 9%
• engineering 9%
• bandwidth 9%
• requirements 8%
• sensors 8%

Engineering & Materials Science

• Clouds 100%
• Field programmable gate arrays (FPGA) 64%
• Neural networks 48%
• Image sensors 23%
• Throughput 15%
• Aerospace engineering 14%
• Particle accelerators 11%
• Fault tolerance 11%
• Deep neural networks 10%
• Deep learning 10%
• Earth (planet) 9%
• Image processing 8%
• Satellites 8%
• Pipelines 8%
• Electric power utilization 8%
• Computer hardware 6%
• Sensors 5%

Earth & Environmental Sciences

• detection 46%
• imagery 30%
• craft 15%
• resource 14%
• commodity 13%
• earth observation 13%
• cloud cover 13%
• hardware 12%
• image processing 12%
• tolerance 11%
• learning 10%
• consumption 9%
• sensor 9%
• engineering 8%
• calculation 7%
• cost 6%