brevitas

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Brevitas: neural network quantization in PyTorch

fpga deep-learning pytorch neural-networks xilinx quantization hardware-acceleration qat brevitas ptq

Low Precision(quantized) Yolov5

fpga yolov1 finn low-precision quantized-neural-networks pynq-z2 brevitas yolov5

Low-Precision Neural Networks for Classification on PYNQ with FINN

(1/3) Training and quantization of a neural network model in the master thesis.

neural-network quantization model-training onnx brevitas qonnx

1-bit binarized CNN (CNV-W1A1) on PYNQ-Z1 via Brevitas + FINN: 1367 fps, 0 DSP, 531 fps/W measured on hardware

fpga zynq hls cnn pytorch vivado hardware-acceleration xnor-net cifar10 pynq-z1 finn quantized-neural-networks edge-ai brevitas binarized-neural-network

Mitigating scalability challenges in LUT-based neural networks via pruning optimisations

brevitas maddness

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