Deep_Learning
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jaheel
深度学习领域论文翻译+理解
Deep_Learning
致力于深度学习细分领域经典论文的主要思想翻译和理解点提炼，旨在通过领域论文将其系统化建构，提高学习复用率。
Domain
Classification
| Method | 翻译 | Code | Manager | |
|---|---|---|---|---|
| LeNet-5 | 翻译 | Code | @Alex | [email protected] |
| AlexNet | 翻译 | Code | @Alex | [email protected] |
| ZFNet | 翻译 | @Alex | [email protected] | |
| OverFeat | 翻译 | @Alex | [email protected] | |
| NIN | 翻译 | Code | @Alex | [email protected] |
| VGG | 翻译 | Code | @Alex | [email protected] |
| GoogLeNet v1 | 翻译 | Code | @Alex | [email protected] |
| GoogLeNet v2 | 翻译 BN | Code/BN | @Alex | [email protected] |
| GoogLeNet v3 | 翻译 | @Alex | [email protected] | |
| ResNet | 翻译 | Code | @Alex | [email protected] |
| ResNet v2 | 翻译 | @Alex | [email protected] | |
| GoogLeNet v4 | 翻译 | @Alex | [email protected] | |
| ResNeXt | 翻译 | @Alex | [email protected] | |
| DenseNet | 翻译 | Code | @Alex | [email protected] |
| Xception | 翻译 | @Alex | [email protected] | |
| MobileNet v1 | 翻译 | @Alex | [email protected] | |
| SENet | 翻译 | @Alex | [email protected] | |
| ShuffleNet v1 | 翻译 | @Alex | [email protected] | |
| CBAM | 翻译 | @Alex | [email protected] | |
| ShuffleNet v2 | 翻译 | @Alex | [email protected] | |
| SKNet | 翻译 | @Alex | [email protected] | |
| MobileNet v2 | 翻译 | @Alex | [email protected] | |
| MobileNet v3 | 翻译 | @Alex | [email protected] | |
| EfficientNet | 翻译 | @Alex | [email protected] | |
| ECANet | 翻译 | @Alex | [email protected] |
Object Detection
| Method | 翻译 | Code | Manager | |
|---|---|---|---|---|
| R-CNN | 翻译 | @Alex | [email protected] | |
| SPPNet | 翻译 | @Alex | [email protected] | |
| Fast R-CNN | 翻译 | @Alex | [email protected] | |
| Faster R-CNN | 翻译 | @Alex | [email protected] | |
| YOLO v1 | 翻译 | @Alex | [email protected] | |
| SSD | 翻译 | @Alex | [email protected] | |
| R-FCN | 翻译 | @Alex | [email protected] | |
| FPN | 翻译 | @Alex | [email protected] | |
| YOLO v2 | 翻译 | @Alex | [email protected] | |
| RetinaNet | 翻译 | @Alex | [email protected] | |
| YOLO v3 | 翻译 | @Alex | [email protected] | |
| CornerNet | 翻译 | @Alex | [email protected] | |
| FCOS | 翻译 | @Alex | [email protected] | |
| CenterNet | 翻译 | @Alex | [email protected] | |
| EfficientDet | 翻译 | @Alex | [email protected] | |
| DETR | 翻译 | @Alex | [email protected] | |
| YOLO v4 | 翻译 | @Alex | [email protected] | |
| YOLOF | 翻译 | @Alex | [email protected] | |
| YOLOX | 翻译 | @allkkk | [email protected] |
Semantic Segmentation
| Method | 翻译 | Code | Manager | |
|---|---|---|---|---|
| UNet | 翻译 | @VViolin | [email protected] | |
| FCN | 翻译 | @VViolin | [email protected] | |
| SegNet | 翻译 | @VViolin | [email protected] |
Person Re-ID
| Method | 翻译 | Code | Manager | |
|---|---|---|---|---|
| Survey | 翻译 | @chenhy998 | [email protected] |
Person Detection
| Method | 翻译 | Code | Manager | |
|---|---|---|---|---|
| DETR | 翻译 | @chenhy998 | [email protected] |
Medical Imaging
| Method | 翻译 | Code | Manager | |
|---|---|---|---|---|
| Survey | 翻译 | @Alex | [email protected] |
Activation Function
| Method | Theory | Code | Manager | |
|---|---|---|---|---|
| Summary | Theory | @Alex | [email protected] |
Optimizer
| Method | Theory | Code | Manager | |
|---|---|---|---|---|
| Summary | Theory | @Alex | [email protected] | |
| SGD | Theory | @Alex | [email protected] |
Pre-Procession
| Method | Theory | Code | Manager | |
|---|---|---|---|---|
| Summary | Theory | @Alex | [email protected] |
Appendix
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jaheel