codecat0/CV

本仓库将使用Pytorch框架实现经典的图像分类网络、目标检测网络、图像分割网络，图像生成网络等，并会持续更新！！！

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updated Mar 30, 2024

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README

CVers 集合!!!

Image Classification

6. MobileNet系列

6.1 MobileNet V1

论文地址: https://arxiv.org/abs/1704.04861
论文详解: https://blog.csdn.net/qq_42735631/article/details/121053364
模型代码

6.2 MobileNet V2

论文地址: https://arxiv.org/abs/1801.04381
论文详解: https://blog.csdn.net/qq_42735631/article/details/121053364
模型代码: https://github.com/codecat0/CV/blob/main/Image_Classification/models/mobilenetv2.py

6.3 MobileNet V3

论文地址: https://arxiv.org/abs/1905.02244
论文详解: https://blog.csdn.net/qq_42735631/article/details/121053364
模型代码: https://github.com/codecat0/CV/blob/main/Image_Classification/models/mobilenetv3.py

7. ShuffleNet系列

7.1 ShuffleNet V1

论文地址: https://arxiv.org/abs/1707.01083
论文详解: https://blog.csdn.net/qq_42735631/article/details/121064514
模型代码: https://github.com/codecat0/CV/blob/main/Image_Classification/models/shufflenetv1.py

7.2 ShuffleNet V2

论文地址: https://arxiv.org/abs/1807.11164
论文详解: https://blog.csdn.net/qq_42735631/article/details/121064514
模型代码: https://github.com/codecat0/CV/blob/main/Image_Classification/models/shufflenetv2.py

8. GhostNet

论文地址: https://arxiv.org/abs/1911.11907
论文详解: https://blog.csdn.net/qq_42735631/article/details/121065063
模型代码: https://github.com/codecat0/CV/blob/main/Image_Classification/models/ghostnet.py

Object Detection

1. R-CNN

论文地址: https://arxiv.org/abs/1311.2524
论文详解: https://blog.csdn.net/qq_42735631/article/details/121147838
模型代码

2. Fast R-CNN

论文地址: https://arxiv.org/abs/1504.08083
论文详解: https://blog.csdn.net/qq_42735631/article/details/121151584
模型代码

3. Faster R-CNN

论文地址: https://arxiv.org/abs/1506.01497
论文详解: https://blog.csdn.net/qq_42735631/article/details/121164268
模型代码: https://github.com/codecat0/CV/tree/main/Object_Detection/Faster_RCNN

4. SSD

论文地址: https://arxiv.org/abs/1512.02325
论文详解: https://blog.csdn.net/qq_42735631/article/details/121331064
模型代码: https://github.com/codecat0/CV/tree/main/Object_Detection/SSD

5. YOLO系列

5.1 YOLOV1

论文地址: https://arxiv.org/abs/1506.02640
论文详解: https://blog.csdn.net/qq_42735631/article/details/121445432
模型代码

5.2 YOLOV2

论文地址: https://arxiv.org/abs/1612.08242
论文详解: https://blog.csdn.net/qq_42735631/article/details/121456856
模型代码

5.3 YOLOV3

论文地址: https://arxiv.org/abs/1804.02767
论文详解: https://blog.csdn.net/qq_42735631/article/details/121479035
模型代码: https://github.com/codecat0/CV/tree/main/Object_Detection/YOLOV3

5.3 YOLOV4

论文地址: https://arxiv.org/abs/2004.10934
论文详解: https://blog.csdn.net/qq_42735631/article/details/121621972
模型代码: https://github.com/codecat0/CV/tree/main/Object_Detection/YOLOV4

6. FPN

论文地址: https://arxiv.org/abs/1612.03144
论文详解
模型代码

7. Mask R-CNN

论文地址
论文详解
模型代码

Semantic Segmentation

1. DeepLab系列

论文地址
论文详解
模型代码

2. U-Net

论文地址: https://arxiv.org/abs/1505.04597
论文详解: https://blog.csdn.net/qq_42735631/article/details/122182266?spm=1001.2014.3001.5501
模型代码: https://github.com/codecat0/CV/tree/main/Semantic_Segmentation/UNet

3. FCN

4. RCF

论文地址
论文详解
模型代码

5. SegNet

论文地址: https://arxiv.org/abs/1511.00561
论文详解: https://blog.csdn.net/qq_42735631/article/details/122252894?spm=1001.2014.3001.5501
模型代码: https://github.com/codecat0/CV/tree/main/Semantic_Segmentation/SegNet

6. PSPNet

论文地址：https://arxiv.org/abs/1612.01105
论文详解: https://blog.csdn.net/qq_42735631/article/details/122069409
模型代码: https://github.com/codecat0/CV/tree/main/Semantic_Segmentation/PSPNet

Generative Models

1. AutoEncoder

论文地址
论文详解
模型代码

2. VAE

论文地址
论文详解
模型代码

3. GAN

论文地址
论文详解
模型代码

4. DCGAN

论文地址
论文详解
模型代码

5. CycleGAN

论文地址
论文详解
模型代码

6. WGAN

论文地址
论文详解
模型代码

7. StyleGAN

论文地址
论文详解
模型代码

computer-vision

gan

image-augmentation

image-classification

image-processing

object-detection

pytorch

segmentation

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codecat0/CV

README

CVers 集合!!!

Image Classification

1. AlexNet

2. VGGNet

3. GoogLeNet

4. ResNet

5. DenseNet

6. MobileNet系列

6.1 MobileNet V1

6.2 MobileNet V2

6.3 MobileNet V3

7. ShuffleNet系列

7.1 ShuffleNet V1

7.2 ShuffleNet V2

8. GhostNet

Object Detection

1. R-CNN

2. Fast R-CNN

3. Faster R-CNN

4. SSD

5. YOLO系列

5.1 YOLOV1

5.2 YOLOV2

5.3 YOLOV3

5.3 YOLOV4

6. FPN

7. Mask R-CNN

Semantic Segmentation

1. DeepLab系列

2. U-Net

3. FCN

4. RCF

5. SegNet

6. PSPNet

Generative Models

1. AutoEncoder

2. VAE

3. GAN

4. DCGAN

5. CycleGAN

6. WGAN

7. StyleGAN

Similar repos

codecat0/CV

README

CVers 集合!!!

Image Classification

1. AlexNet

2. VGGNet

3. GoogLeNet

4. ResNet

5. DenseNet

6. MobileNet系列

6.1 MobileNet V1

6.2 MobileNet V2

6.3 MobileNet V3

7. ShuffleNet系列

7.1 ShuffleNet V1

7.2 ShuffleNet V2

8. GhostNet

Object Detection

1. R-CNN

2. Fast R-CNN

3. Faster R-CNN

4. SSD

5. YOLO系列

5.1 YOLOV1

5.2 YOLOV2

5.3 YOLOV3

5.3 YOLOV4

6. FPN

7. Mask R-CNN

Semantic Segmentation

1. DeepLab系列

2. U-Net

3. FCN

4. RCF

5. SegNet