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Machine Learning
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Image Classification (CNN)
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Image Classification (CNN)
image classification and convolutional neural networks
Survey Papers / Repos
Recent Advances in Convolutional Neural Networks
[1512.07108]
weiaicunzai/awesome-image-classification
Resources
CS231n: Convolutional Neural Networks for Visual Recognition
torchvision
: official pytorch toolkit for vision
Cadene/pretrained-models.pytorch
: lots of pretrained models in pytorch
albumentations-team/albumentations
: lots of augmentation implementations
aleju/imgaug
: lots of augmentation implementations
Models
Convolutions (
[vdumoulin/conv_arithmetic]
[1603.07285]
)
Vanilla Convolution
1x1 Convolution
[1312.4400]
Transpose Convolution
[1411.4038]
Dilated Convolution
[1511.07122]
Deformable Convolution
[1703.06211]
Architectures
LeNet
AlexNet
VGG
[1409.1556]
GoogLeNet (Inception v1)
[1409.4842]
Inception v2, Inception v3
[1512.005677]
ResNet
[1512.03385]
Inception v4, Inception ResNet
[1602.07261]
SqueezeNet
[1602.07360]
WideResNet
[1605.07146]
DenseNet
[1608.06993]
ResNeXt
[1611.05431]
MobileNet
[1704.04861]
NASNet
[1707.07012]
SE-ResNet
[1709.01507]
Res2Net
[1904.01169]
EfficientNet
[1905.11946]
HRNet
[1908.07919]
Loss
Cross Entropy Loss
Focal Loss
Augmentation
Conventional: Random Crop, ...
Cutout
[1708.04552]
AutoAugment
[1805.09501]
Fast AutoAugment
[1905.00397]
RandAugment
[1909.13719]
Others
Dataset
MNIST
Fashion-MNIST
CIFAR