FPGA Acceleration of Dynamic Neural Networks: Challenges and Advancements

Anastasios Dimitriou, Benjamin Biggs,Jonathon Hare,Geoff Merrett

2024 IEEE INTERNATIONAL CONFERENCE ON OMNI-LAYER INTELLIGENT SYSTEMS, COINS 2024（2024）

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Key words

Neural Network,Dynamic Network,Dynamic Neural Network,Field-programmable Gate Arrays Accelerator,Deep Learning,Deep Learning Models,Feedback Effects,Power Demand,Space Research,Static Compression,Throughput,Convolutional Layers,Computational Resources,Parallelization,Network Parameters,Object Detection,Input Samples,TensorFlow,Sparse Matrix,Intermediate Class,Neural Architecture Search,Intermediate Feature Maps,Dynamic Architecture,Intermediate Output,Computational Demands,Hardware Architecture,Software Framework,Backbone Network,Incremental Learning

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