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README.md

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 # PULP-NN: Enabling the QNN inference on PULP
 
-PULP_NN is a multicore computing library for QNN inference on Parallel-Ultra-Low-Power (PULP) Clusters of RISC-V based processors. It is based on CMSIS-NN dataflow and data layout (HWC).
+PULP_NN is a multicore computing library for QNN inference on Parallel-Ultra-Low-Power (PULP) Clusters of RISC-V based processors. 
+It adopts the Height-Width-Channel (HWC) layout to store NN weights and activations and the implementation of the convolution-based kernels as a Matrix Multiplication operation, as proposed by ARM's CMSIS-NN open source library.
 It fully exploits the Xpulp ISA extension and the cluster's parallelism to achieve high performance and high energy efficiency on PULP-based devices.