Dataset supporting publication "Realisation of early-exit dynamic neural networks on reconfigurable hardware"

Abstract

This dataset supports the publication " Realisation of Early-Exit Dynamic Neural Networks on Reconfigurable Hardware " to be published in the IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems. This dataset contains: - 'Fig5a.csv': Data supporting Fig. 5 (a): Experimental results comparing average Execution Time per sample. Average values are calculated based on each exit point trigger rate (ai). - 'Fig5b.csv': Data supporting Fig. 5 (b): Experimental results comparing average Energy Consumption per sample. Average values are calculated based on each exit point trigger rate (ai). - 'Fig6a.csv': Data supporting Fig. 6 (a): Comparison of the pipeline and parallel designs over average execution time across early-exit LeNet-5, AlexNet, VGG19 and ResNet32. - 'Fig6b.csv': Data supporting Fig. 6 (b): Comparison of the pipeline and parallel designs over average energy consumption across early-exit LeNet-5, AlexNet, VGG19 and ResNet32. - 'Fig6c.csv': Data supporting Fig. 6 (c): Comparison of the pipeline and parallel designs over average data movement across early-exit LeNet-5, AlexNet, VGG19 and ResNet32. - 'Table2.csv': Data supporting TABLE II: Execution Time (ms). - 'Table3.csv': Data supporting TABLE III: Energy Consumption (mJ), with (w/ EE) and without (w/oEE) early exits. - 'Table4.csv': Data supporting TABLE IV: Performance Comparison With Exisiting Implementations. - 'Fig7a.csv': Data supporting Fig. 7 (a): On an 3 point early-exit Resnet-32 shows each exit’s trigger rate for different Confidence Thresholds. - 'Fig7b.csv': Data supporting Fig. 7 (b): On an 3 point early-exit Resnet-32 the percentage difference of parallel over pipeline approaches over Energy and Time for different Confidence Thresholds. Related projects: Engineering and Physical Sciences Research Council (EPSRC) under EP/S030069/1 Licence: CC BY 4.0

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