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06/13/2022
Energy Consumption Analysis of pruned Semantic Segmentation Networks on an Embedded GPU
Deep neural networks are the state of the art in many computer vision ta...
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06/13/2022
Leveraging Structured Pruning of Convolutional Neural Networks
Structured pruning is a popular method to reduce the cost of convolution...
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11/20/2020
Continuous Pruning of Deep Convolutional Networks Using Selective Weight Decay
During the last decade, deep convolutional networks have become the refe...
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11/18/2019
Efficient Hardware Implementation of Incremental Learning and Inference on Chip
In this paper, we tackle the problem of incrementally learning a classif...
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12/29/2018
Quantized Guided Pruning for Efficient Hardware Implementations of Convolutional Neural Networks
Convolutional Neural Networks (CNNs) are state-of-the-art in numerous co...
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10/04/2018