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Tzu-Heng's wiki
Machine Learning
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Image Classification (CNN)
image classification and convolutional neural networks
Survey Papers / Repos
Recent Advances in Convolutional Neural Networks
[1512.07108]
β
β
weiaicunzai/awesome-image-classification
β
Resources
β
CS231n: Convolutional Neural Networks for Visual Recognition
β
β
torchvision
: official pytorch toolkit for vision
β
Cadene/pretrained-models.pytorch
: lots of pretrained models in pytorch
β
albumentations-team/albumentations
: lots of augmentation implementations
β
aleju/imgaug
: lots of augmentation implementations
Models
Convolutions (
[vdumoulin/conv_arithmetic]
[1603.07285]
)
Vanilla Convolution
1x1 Convolution
[1312.4400]
β
Transpose Convolution
[1411.4038]
β
Dilated Convolution
[1511.07122]
β
Deformable Convolution
[1703.06211]
β
Architectures
LeNet
AlexNet
VGG
[1409.1556]
β
GoogLeNet (Inception v1)
[1409.4842]
β
Inception v2, Inception v3
[1512.005677]
β
ResNet
[1512.03385]
β
Inception v4, Inception ResNet
[1602.07261]
β
SqueezeNet
[1602.07360]
β
WideResNet
[1605.07146]
β
DenseNet
[1608.06993]
β
ResNeXt
[1611.05431]
β
MobileNet
[1704.04861]
β
NASNet
[1707.07012]
β
SE-ResNet
[1709.01507]
β
Res2Net
[1904.01169]
β
EfficientNet
[1905.11946]
β
HRNet
[1908.07919]
β
Loss
Cross Entropy Loss
Focal Loss
Augmentation
Conventional: Random Crop, ...
Cutout
[1708.04552]
β
AutoAugment
[1805.09501]
β
Fast AutoAugment
[1905.00397]
β
RandAugment
[1909.13719]
β
Others
Dataset
β
MNIST
β
β
Fashion-MNIST
β
β
CIFAR
β
β
ImageNet
β
β
Open Images Dataset
β
Tricks
Mixup
[1710.09412]
β
Pseudo Labeling
Data Distillation
[1712.04440]
β
Task
Vanilla Image Classification
Few-shot Image Classification
Zero-shot Image Classification
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Detection
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3mo ago
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Contents
Survey Papers / Repos
Resources
Models
Convolutions ([vdumoulin/conv_arithmetic] [1603.07285])
Architectures
Loss
Augmentation
Others
Dataset
Tricks
Task