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Design And Physical Implementation Of An INT8 Output-Stationary Systolic Array CNN Accelerator For TinyML Inference Using Open-Source SKY130 PDK And OpenLane EDA Flow
This Paper Presents The Design And Complete Physical Implementation Of A 4×4 INT8 Output-stationary Systolic Array Accelerator For TinyML Convolutional Neural Network (CNN) Inference, Targeting Edge Vision Applications Such As Image Classif...
A Sparsity-Aware Operand-Isolated Systolic Array Accelerator For Power-Efficient CNN Inference On FPGA
CNN Inference On FPGA Platforms Can Incur Substantial Dynamic Power Because Parallel Multiply-accumulate Datapaths May Continue Switching When Sparse Operands Contain Zeros. This Paper Presents A Sparsity-aware Operand-isolated Systolic Arr...