FPGA Implementation of a Fault-Tolerant Fused and Branched CNN Accelerator With Reconfigurable Capabilities
Rizwan Tariq Syed,
Yanhua Zhao,
Junchao Chen
et al.
Abstract:The ImageNet moment was a turning point for Convolutional Neural Networks (CNNs), as it demonstrated their potential to revolutionize computer vision tasks. This triumph of CNNs has motivated solving even more complex problems involving multiple tasks from multiple data modalities. Conventionally, a single CNN accelerator has been optimized to perform just one task or multiple correlated tasks. This study presents a shared-layers approach that leverages the pattern-learning capabilities of CNNs to perform mult… Show more
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