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DNN Optimization

Title Year Type Tag Blog
Learning both Weights and Connections for Efficient Neural Networks 2015 NIPS pruning blog
Deep Compression : Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding 2016 ICLR pruning, quantization blog
8-bit Inference with TensorRT 2017 GTC quantization Blog
SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size 2016 - Networks blog
Sum-Product Networks: A New Deep Architecture 2011 UAI SPN -
Binarized Neural Networks: Training Deep Neural Networks with Weights and Activations Constrained to +1 or -1 2016 - BNN blog
Ternary weight networks 2016 - BNN, TWNs blog
ResNeSt 2020
ResNext 2017
SENet 2017
SKNet 2019
FReLU 2017
RepVGG 2021
ShuffleNet
An Ultra Lightweight CNN for Low Resource Circuit Component Recognition
RetinaNet

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