深度学习经典论文翻译合集Deep Learning Papers Translation(CV)
1. 图像分类Image Classification
1.1 AlexNet
ImageNet Classification with Deep Convolutional Neural Networks
中文版
中英文对照
1.2.VGG
Very Deep Convolutional Networks for Large-Scale Image Recognition
中文版
中英文对照
1.3 ResNet
Deep Residual Learning for Image Recognition
中文版
中英文对照
1.4 GoogLeNet
Going Deeper With Convolutions
中文版
中英文对照
1.5 BN-GoogLeNet
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
中文版
中英文对照
1.6 Inception-v3
Rethinking the Inception Architecture for Computer Vision
中文版
中英文对照
1.7 SENet
Squeeze-and-Excitation Networks
中文版
中英文对照
2. 对象识别 Object Detection
2.1 YOLO
You Only Look Once: Unified, Real-Time Object Detection
中文版
中英文对照
github
YOLO: Real-Time Object Detection
2.2 SSD
SSD: Single Shot MultiBox Detector
中文版
中英文对照
2.3 YOLO9000
YOLO9000: Better, Faster, Stronger
中文版
中英文对照
2.4 Deformable-ConvNets
Deformable Convolutional Networks
中文版
中英文对照
2.5 Faster R-CNN
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
中文版
中英文对照
2.6 R-FCN
R-FCN: Object Detection via Region-based Fully Convolutional Networks
中文版
中英文对照
2.7 FPN
Feature Pyramid Networks for Object Detection
中文版
中英文对照
2.8 YoLo 3
https://www.youtube.com/watch?v=MPU2HistivI
https://www.youtube.com/watch?v=vRqSO6RsptU&ab_channel=ValentynSichkar
3. OCR 光学字符识别（Optical Character Recognition）
3.1 CRNN
An End-to-End Trainable Neural Network for Image-based Sequence Recognition and Its Application to Scene Text Recognition
中文版
中英文对照
3.2 CTPN
Detecting Text in Natural Image with Connectionist Text Proposal Network
中文版
中英文对照
4. Mobile 优化后的模型可用于手机
4.1 MobileNetV2
MobileNetV2: Inverted Residuals and Linear Bottlenecks
中文版
中英文对照
5. 图片分割 Image Segmentation
5.1 U-Net
U-Net: Convolutional Networks for Biomedical Image Segmentation
中文版
中英文对照
6. GAN
6.1 SRGAN
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
中文版
中英文对照
6.2 ESRGAN
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks
中文版
中英文对照
参考
https://github.com/SnailTyan/deep-learning-papers-translation