research
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09/04/2023
SATAY: A Streaming Architecture Toolflow for Accelerating YOLO Models on FPGA Devices
AI has led to significant advancements in computer vision and image proc...
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07/15/2023
PASS: Exploiting Post-Activation Sparsity in Streaming Architectures for CNN Acceleration
With the ever-growing popularity of Artificial Intelligence, there is an...
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06/08/2023
Mixed-TD: Efficient Neural Network Accelerator with Layer-Specific Tensor Decomposition
Neural Network designs are quite diverse, from VGG-style to ResNet-style...
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08/22/2022
SVD-NAS: Coupling Low-Rank Approximation and Neural Architecture Search
The task of compressing pre-trained Deep Neural Networks has attracted w...
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11/30/2021