引言
調查整理了一下關於模型精度的數據,該數據主要針對模型壓縮領域
使用,其他領域可作爲一定的參考
文章目錄
MNIST
2019
LeNet
Title | Venue | Type | Code |
---|---|---|---|
Towards Optimal Structured CNN Pruning via Generative Adversarial Learning | CVPR | F |
[github(pytorch)] |
Title | Venue | Type | Code |
---|
| [Towards Optimal Structured CNN Pruning via Generative Adversarial Learning](https://arxiv.org/abs/1903.09291) | CVPR | `F` | [github(pytorch)]
CIFIAR10
2019
vgg16
Title | Venue | Type | Code |
---|---|---|---|
Rethinking the Value of Network Pruning | ICLR | F |
github(pytorch) |
Title | Venue | Type | Code |
---|---|---|---|
Variational Convolutional Neural Network Pruning | CVPR | - | - |
Title | Venue | Type | Code |
---|---|---|---|
Towards Optimal Structured CNN Pruning via Generative Adversarial Learning | CVPR | F |
[github(pytorch)] |
Title | Venue | Type | Code |
---|---|---|---|
Approximated Oracle Filter Pruning for Destructive CNN Width Optimization github | ICML | F |
- |
VGG19
Title | Venue | Type | Code |
---|---|---|---|
EigenDamage: Structured Pruning in the Kronecker-Factored Eigenbasis | ICML | W |
github |
Title | Venue | Type | Code |
---|---|---|---|
Rethinking the Value of Network Pruning | ICLR | F |
github(pytorch) |
Resnet
2019
Resnet全部
Title | Venue | Type | Code |
---|---|---|---|
Variational Convolutional Neural Network Pruning | CVPR | - | - |
Title | Venue | Type | Code |
---|---|---|---|
Centripetal SGD for Pruning Very Deep Convolutional Networks with Complicated Structure | CVPR | F |
[github(tensorflow)] |
Title | Venue | Type | Code |
---|---|---|---|
Soft Filter Pruning for Accelerating Deep Convolutional Neural Networks | IJCAI | F |
github(pytorch) |
resnet18
Title | Venue | Type | Code |
---|---|---|---|
OICSR: Out-In-Channel Sparsity Regularization for Compact Deep Neural Networks | CVPR | F |
github(pytorch) |
resnet32
Title | Venue | Type | Code |
---|---|---|---|
EigenDamage: Structured Pruning in the Kronecker-Factored Eigenbasis | ICML | W |
github |
resnet56, resnet110
Title | Venue | Type | Code |
---|---|---|---|
Rethinking the Value of Network Pruning | ICLR | F |
github(pytorch) |
ResNet56,ResNet110
Title | Venue | Type | Code |
---|---|---|---|
Towards Optimal Structured CNN Pruning via Generative Adversarial Learning | CVPR | F |
[github(pytorch)] |
CIFIAR-100
2019
VGG16
Title | Venue | Type | Code |
---|---|---|---|
Variational Convolutional Neural Network Pruning | CVPR | - | - |
VGG19
Title | Venue | Type | Code |
---|---|---|---|
Rethinking the Value of Network Pruning | ICLR | F |
github(pytorch) |