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09/12/2023
Accelerating Deep Neural Networks via Semi-Structured Activation Sparsity
The demand for efficient processing of deep neural networks (DNNs) on em...
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07/26/2023
YOLOBench: Benchmarking Efficient Object Detectors on Embedded Systems
We present YOLOBench, a benchmark comprised of 550+ YOLO-based object de...
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06/24/2022
QReg: On Regularization Effects of Quantization
In this paper we study the effects of quantization in DNN training. We h...
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04/30/2021
Post-training deep neural network pruning via layer-wise calibration
We present a post-training weight pruning method for deep neural network...
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02/20/2020
Neural Network Compression Framework for fast model inference
In this work we present a new framework for neural networks compression ...
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10/09/2018
