Table 1 Literature review table showing various contributions in the quantization of networks.
From: Optimizing FCN for devices with limited resources using quantization and sparsity enhancement
Paper name | FCNs used | \(L_2\) error minim. | Applied on | Signal quantized | Dataset used | No. of bits | Layerwise sens. analysis | Sem. segm. | |||
|---|---|---|---|---|---|---|---|---|---|---|---|
Conv. layer | Skip layer | Trans. layer | Fully conn. layer | ||||||||
Vanhoucke et al.26 | \(\checkmark\) | \(\checkmark\) | |||||||||
Courbariaux et al.27 | \(\checkmark\) | \(\checkmark\) | MNIST, SVHN, CIFAR-10 | 10 | |||||||
Gupta et al.28 | \(\checkmark\) | \(\checkmark\) | MNIST, CIFAR-10 | 12 | |||||||
Denton et al.29 | \(\checkmark\) | \(\checkmark\) | ImageNet 2012 | ||||||||
Lin et al.30 | \(\checkmark\) | \(\checkmark\) | MNIST, SVHN, CIFAR-10 | ||||||||
Hwang et al.31 | \(\checkmark\) | \(\checkmark\) | MNIST | 2,3,4,5 | |||||||
Anwar et al.32 | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | MNIST | 2,3,4,5 | ||||||
Shin et al. 33 | \(\checkmark\) | \(\checkmark\) | TIMIT Corpus, MNIST | 2,3,4,5 | \(\checkmark\) | ||||||
Gong et al.34 | \(\checkmark\) | \(\checkmark\) | ImageNet 2012 | ||||||||
Xu et al. [39] | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | MICCAI Gland 2015 | 7 | \(\checkmark\) | ||||
Hubara et al. [46] | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | MNIST, SVHN, CIFAR-10, ImageNet 2012, Penn-tree bank | 4 | ||||||
Lin et al. [47] | \(\checkmark\) | \(\checkmark\) | CIFAR-10 | 1,2,3,4 | |||||||
Cai et al. [48] | \(\checkmark\) | \(\checkmark\) | Microsoft COCO, ImageNet 2012 | 8, 32 | \(\checkmark\) | \(\times\) | |||||
Proposed Approach | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | PASCAL VOC 2012 | 2,3,4,5 | \(\checkmark\) | \(\checkmark\) | ||
