PyTorch-based modular, configuration-driven framework for knowledge distillation. 🏆18 methods including SOTA are implemented so far. 🎁 Trained models, training logs and configurations are available for ensuring the reproducibiliy.

✭ 177

python pytorch object-detection semantic-segmentation image-classification imagenet cifar10 coco

Resnet Cifar10 Caffe

ResNet-20/32/44/56/110 on CIFAR-10 with Caffe

✭ 161

python caffe resnet cifar10 vgg16

Lookahead pytorch

pytorch implement of Lookahead Optimizer

✭ 138

python pytorch cifar10 optimizer

Generative adversarial networks 101

Keras implementations of Generative Adversarial Networks. GANs, DCGAN, CGAN, CCGAN, WGAN and LSGAN models with MNIST and CIFAR-10 datasets.

✭ 138

jupyter-notebook deep-learning tensorflow keras gan generative-adversarial-network gans mnist dcgan generative-adversarial-networks cifar10 wgan

Chainer Cifar10

Various CNN models for CIFAR10 with Chainer

✭ 134

python deep-learning convolutional-neural-networks neural-networks resnet chainer densenet cifar10 vgg

Aognet

Code for CVPR 2019 paper: " Learning Deep Compositional Grammatical Architectures for Visual Recognition"

✭ 132

python deep-learning computer-vision deep-neural-networks image-classification mxnet imagenet cifar10

Pytorch Speech Commands

Speech commands recognition with PyTorch

✭ 128

python deep-learning pytorch neural-network classification speech-recognition resnet kaggle densenet cifar10 resnext

Resnet On Cifar10

Reimplementation ResNet on cifar10 with caffe

✭ 123

python caffe resnet cifar10

Petridishnn

Code for the neural architecture search methods contained in the paper Efficient Forward Neural Architecture Search

✭ 112

python deep-learning image-classification automl imagenet neural-architecture-search cifar10 deep-learning-algorithms

Pytorch shake shake

A PyTorch implementation of shake-shake

✭ 101

python pytorch computer-vision cifar10

Spectralnormalizationkeras

Spectral Normalization for Keras Dense and Convolution Layers

✭ 100

jupyter-notebook deep-learning tensorflow keras gan deeplearning generative-adversarial-network generative-model cifar10

Virtual Adversarial Training

Pytorch implementation of Virtual Adversarial Training

✭ 94

python deep-learning pytorch semi-supervised-learning cifar10 adversarial-learning

Neural Api

CAI NEURAL API - Pascal based neural network API optimized for AVX, AVX2 and AVX512 instruction sets plus OpenCL capable devices including AMD, Intel and NVIDIA.

✭ 94

pascal delphi computer-vision neural-network artificial-intelligence network learning free opencl artificial-neural-networks densenet cifar10 lazarus deep intelligence neural

Pytorch Classification

Classification with PyTorch.

✭ 1,268

python pytorch classification resnet imagenet densenet cifar10 resnext

Tensorflow Cifar 10

Cifar-10 CNN implementation using TensorFlow library with 20% error.

✭ 85

python tensorflow network convolutional-neural-networks cnn example simple model cifar10 neural

Bsconv

Reference implementation for Blueprint Separable Convolutions (CVPR 2020)

✭ 84

python deep-learning pytorch image-classification resnet mobilenet cifar10

Cot

[ICLR'19] Complement Objective Training

✭ 70

python pytorch optimization cifar10

Label Embedding Network

✭ 69

python deep-learning computer-vision natural-language-processing mnist cifar10

Ali Pytorch

PyTorch implementation of Adversarially Learned Inference (BiGAN).

✭ 61

python deep-learning generative-adversarial-network semi-supervised-learning cifar10 adversarial-learning

One Pixel Attack Keras

Keras implementation of "One pixel attack for fooling deep neural networks" using differential evolution on Cifar10 and ImageNet

✭ 1,097

jupyter-notebook deep-learning machine-learning tensorflow nlp keras neural-network image-processing cnn imagenet cifar10

Parle

✭ 38

python deep-learning pytorch distributed cifar10

Knowledge Distillation Pytorch

A PyTorch implementation for exploring deep and shallow knowledge distillation (KD) experiments with flexibility

✭ 986

python pytorch computer-vision deep-neural-networks model-compression cifar10

Relativistic Average Gan Keras

The implementation of Relativistic average GAN with Keras

✭ 36

jupyter-notebook deep-learning keras gan deeplearning generative-adversarial-network mnist deep-learning-tutorial cifar10

Randwire tensorflow

tensorflow implementation of Exploring Randomly Wired Neural Networks for Image Recognition

✭ 29

python deep-learning tensorflow deep-neural-networks classification mnist cifar10

Resnet

Tensorflow ResNet implementation on cifar10

✭ 10

python jupyter-notebook tensorflow resnet cifar10

Theano Xnor Net

Theano implementation of XNOR-Net

✭ 23

python theano mnist cifar10 lasagne

Image classification cifar 10

Image Classification on CIFAR-10 Dataset using Multi Layer Perceptrons in Python from Scratch.

✭ 18

python deep-neural-networks image-classification cifar10

Pytorch image classification

PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet

✭ 795

python pytorch computer-vision imagenet cifar10

Cifar 10 Cnn

Play deep learning with CIFAR datasets

✭ 756

python deep-learning tensorflow keras convolutional-neural-networks densenet cifar10

Neural Backed Decision Trees

Making decision trees competitive with neural networks on CIFAR10, CIFAR100, TinyImagenet200, Imagenet

✭ 411

python pytorch neural-networks image-classification imagenet pretrained-models interpretability cifar10 decision-trees

Autogan

[ICCV 2019] "AutoGAN: Neural Architecture Search for Generative Adversarial Networks" by Xinyu Gong, Shiyu Chang, Yifan Jiang and Zhangyang Wang

✭ 388

python pytorch gan neural-architecture-search cifar10

Pytorch Cifar Models

3.41% and 17.11% error on CIFAR-10 and CIFAR-100

✭ 286

python pytorch cnn cifar10

Cifar-Autoencoder

A look at some simple autoencoders for the Cifar10 dataset, including a denoising autoencoder. Python code included.

✭ 42

python neural-network mnist convolutional-layers autoencoder convolutional-neural-networks hidden-layers cifar10 reconstructed-images strided-convolutions convolutional-autoencoders

srVAE

VAE with RealNVP prior and Super-Resolution VAE in PyTorch. Code release for https://arxiv.org/abs/2006.05218.

✭ 56

python pytorch generative-model vae representation-learning unsupervised-learning super-resolution cifar10 variational-autoencoder unsupervised-machine-learning cifar-10 vae-pytorch

CS231n

My solutions for Assignments of CS231n: Convolutional Neural Networks for Visual Recognition

cifar10

Predict CIFAR-10 labels with 88% accuracy using keras.

✭ 32

Jupyter Notebook python tensorflow keras jupyter-notebook cifar10 cifar-10

Federated-Learning-Mini-Framework

Federated Learning mini-framework with Keras

✭ 38

python tensorflow keras convolutional-neural-networks cifar10 federated-learning

PFL-Non-IID

The origin of the Non-IID phenomenon is the personalization of users, who generate the Non-IID data. With Non-IID (Not Independent and Identically Distributed) issues existing in the federated learning setting, a myriad of approaches has been proposed to crack this hard nut. In contrast, the personalized federated learning may take the advantage…

✭ 58

python shell nlp platform machine-learning privacy simulation cv distributed-computing cnn pytorch personalization mnist rnn cifar10 differential-privacy cifar100 heterogeneity federated-learning fmnist non-iid

Keras-CIFAR10

practice on CIFAR10 with Keras

✭ 25

Jupyter Notebook python svm keras vgg resnet softmax-regression googlenet cifar10

DenseNet-Cifar10

Train DenseNet on Cifar-10 based on Keras

✭ 39

python keras densenet cifar10 cifar-10

resnet-cifar10

ResNet for Cifar10

✭ 21

deep-neural-networks resnet residual-networks cifar10 data-augmentation

keras-deep-learning

Various implementations and projects on CNN, RNN, LSTM, GAN, etc

✭ 22

Jupyter Notebook deep-learning keras text-generation lstm gan attention-mechanism cnn-keras cifar10 aws-ami multilayer-perceptron-network video-classification english-translation tv-script-generation face-generation simpsons-dataset ucf11 news-headline-generation

deeplearning-mpo

Replace FC2, LeNet-5, VGG, Resnet, Densenet's full-connected layers with MPO

✭ 26

python tensorflow mnist densenet mpo cifar10 lenet5 resnets

ReZero-ResNet

Unofficial pytorch implementation of ReZero in ResNet

✭ 23

python machine-learning deep-neural-networks deep-learning pytorch resnet residual-networks cifar10 rezero

Classification Nets

Implement popular models by different DL framework. Such as tensorflow and caffe

✭ 17

python shell caffe tensorflow classification cifar10

Pruning filters for efficient convnets

PyTorch implementation of "Pruning Filters For Efficient ConvNets"

✭ 96

Jupyter Notebook python deep-neural-networks pytorch vgg pruning cifar10 pytorch-implementation

image-defect-detection-based-on-CNN

TensorBasicModel

✭ 17

python tensorflow cnn mnist cifar10

pcdarts-tf2

PC-DARTS (PC-DARTS: Partial Channel Connections for Memory-Efficient Differentiable Architecture Search, published in ICLR 2020) implemented in Tensorflow 2.0+. This is an unofficial implementation.

✭ 25

python tensorflow tf2 darts cifar10 neural-architecture-search cifar-10 tensorflow2 iclr2020 pc-darts pcdarts

BottleneckTransformers

Bottleneck Transformers for Visual Recognition

✭ 231

python transformers imagenet image-classification image-recognition cifar10 bottleneck-transformers

numpy-cnn

A numpy based CNN implementation for classifying images

✭ 47

python cnn classification convolutional-neural-networks cifar10 fully-connected-network cifar-10 cnn-classification cifar10-experiment

DCGAN-CIFAR10

A implementation of DCGAN (Deep Convolutional Generative Adversarial Networks) for CIFAR10 image