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206 search results found

Deep Residual Networks ⭐ 5,695

Deep Residual Learning for Image Recognition

Pytorch Cifar ⭐ 5,131

95.47% on CIFAR10 with PyTorch

Supcontrast ⭐ 2,728

PyTorch implementation of "Supervised Contrastive Learning" (and SimCLR incidentally)

Imgclsmob ⭐ 2,399

Sandbox for training deep learning networks

Resnext ⭐ 1,652

Implementation of a classification framework from the paper Aggregated Residual Transformations for Deep Neural Networks

Senet.pytorch ⭐ 1,494

PyTorch implementation of SENet

Big_transfer ⭐ 1,421

Official repository for the "Big Transfer (BiT): General Visual Representation Learning" paper.

Fast Autoaugment ⭐ 1,358

Official Implementation of 'Fast AutoAugment' in PyTorch.

Uncertainty Baselines ⭐ 1,324

High-quality implementations of standard and SOTA methods on a variety of tasks.

Pytorch Classification ⭐ 1,244

Classification with PyTorch.

Keras Resnet ⭐ 1,194

Residual networks implementation using Keras-1.0 functional API

Torchdistill ⭐ 1,171

A coding-free framework built on PyTorch for reproducible deep learning studies. 🏆22 knowledge distillation methods presented at CVPR, ICLR, ECCV, NeurIPS, ICCV, etc are implemented so far. 🎁 Trained models, training logs and configurations are available for ensuring the reproducibiliy and benchmark.

Attention Transfer ⭐ 1,120

Improving Convolutional Networks via Attention Transfer (ICLR 2017)

Wide Residual Networks ⭐ 1,064

3.8% and 18.3% on CIFAR-10 and CIFAR-100

Addernet ⭐ 857

Code for paper " AdderNet: Do We Really Need Multiplications in Deep Learning?"

Knowledge Distillation Zoo ⭐ 804

Pytorch implementation of various Knowledge Distillation (KD) methods.

Random Erasing ⭐ 697

Random Erasing Data Augmentation. Experiments on CIFAR10, CIFAR100 and Fashion-MNIST

Pytorch_resnet_cifar10 ⭐ 614

Proper implementation of ResNet-s for CIFAR10/100 in pytorch that matches description of the original paper.

Senet Tensorflow ⭐ 611

Simple Tensorflow implementation of "Squeeze and Excitation Networks" using Cifar10 (ResNeXt, Inception-v4, Inception-resnet-v2)

Cutmix Pytorch ⭐ 611

Official Pytorch implementation of CutMix regularizer

AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty

Cifar Zoo ⭐ 575

PyTorch implementation of CNNs for CIFAR benchmark

Pytorch Randaugment ⭐ 557

Unofficial PyTorch Reimplementation of RandAugment.

Network Slimming ⭐ 499

Network Slimming (Pytorch) (ICCV 2017)

Filter Pruning Geometric Median ⭐ 489

Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration (CVPR 2019 Oral)

Densenet Tensorflow ⭐ 471

Simple Tensorflow implementation of Densenet using Cifar10, MNIST

Invertible Resnet ⭐ 448

Official Code for Invertible Residual Networks

Efficient Learning of Augmentation Policy Schedules

Imbalanced Semi Self ⭐ 393

[NeurIPS 2020] Semi-Supervision (Unlabeled Data) & Self-Supervision Improve Class-Imbalanced / Long-Tailed Learning

Resnext.pytorch ⭐ 388

Reproduces ResNet-V3 with pytorch

Attention Augmented Conv2d ⭐ 363

Implementing Attention Augmented Convolutional Networks using Pytorch

A simple and effective method for detecting out-of-distribution images in neural networks.

Class Balanced Loss ⭐ 349

Class-Balanced Loss Based on Effective Number of Samples. CVPR 2019

2.56%, 15.20%, 1.30% on CIFAR10, CIFAR100, and SVHN https://arxiv.org/abs/1708.04552

Img_classification_pk_pytorch ⭐ 299

Quickly comparing your image classification models with the state-of-the-art models (such as DenseNet, ResNet, ...)

Vision Transformers Cifar10 ⭐ 292

Let's train vision transformers (ViT) for cifar 10!

Shake Shake ⭐ 279

2.86% and 15.85% on CIFAR-10 and CIFAR-100

Wide Resnet.pytorch ⭐ 258

Best CIFAR-10, CIFAR-100 results with wide-residual networks using PyTorch

Pytorch Cifar Models ⭐ 245

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

PyTorch Framework for Developing Memory Efficient Deep Invertible Networks

Attention_branch_network ⭐ 236

Attention Branch Network (CIFAR100, ImageNet models)

Fusenet ⭐ 233

Deep fusion project of deeply-fused nets, and the study on the connection to ensembling

Spatially Adaptive Computation Time for Residual Networks

Pyramidnet Pytorch ⭐ 215

A PyTorch implementation for PyramidNets (Deep Pyramidal Residual Networks, https://arxiv.org/abs/1610.02915)

Ride Longtailrecognition ⭐ 213

[ICLR 2021 Spotlight] Pytorch implementation for "Long-tailed Recognition by Routing Diverse Distribution-Aware Experts."

Non Local Nn Pytorch ⭐ 193

PyTorch implementation of Non-Local Neural Networks (https://arxiv.org/pdf/1711.07971.pdf)

Odin Pytorch ⭐ 178

Principled Detection of Out-of-Distribution Examples in Neural Networks

Pytorch Distributed Training ⭐ 174

Simple tutorials on Pytorch DDP training

Stand Alone Self Attention ⭐ 171

Implementing Stand-Alone Self-Attention in Vision Models using Pytorch

Learning To Reweight Examples ⭐ 153

Code for paper "Learning to Reweight Examples for Robust Deep Learning"

Pytorch Gan Collections ⭐ 153

PyTorch implementation of DCGAN, WGAN-GP and SNGAN.

Adamw And Sgdw ⭐ 149

Decoupled Weight Decay Regularization (ICLR 2019)

Blockdrop ⭐ 136

BlockDrop: Dynamic Inference Paths in Residual Networks

Resnet On Cifar10 ⭐ 124

Reimplementation ResNet on cifar10 with caffe

Darknet2ncnn ⭐ 123

Darknet2ncnn converts the darknet model to the ncnn model

Lookahead_pytorch ⭐ 122

pytorch implement of Lookahead Optimizer

Synaptic Flow ⭐ 122

Pyramidnet ⭐ 121

Torch implementation of the paper "Deep Pyramidal Residual Networks" (https://arxiv.org/abs/1610.02915).

Apot_quantization ⭐ 115

PyTorch implementation for the APoT quantization (ICLR 2020)

Interleavedgroupconvolutions ⭐ 109

Ternarynet ⭐ 103

Implementation for Trained Ternary Network.

Hypernetworks ⭐ 95

PyTorch implementation of HyperNetworks (Ha et al., ICLR 2017) for ResNet (Residual Networks)

Shiftresnet Cifar ⭐ 92

ResNet with Shift, Depthwise, or Convolutional Operations for CIFAR-100, CIFAR-10 on PyTorch

Abcpruner ⭐ 90

Pytorch implementation of our IJCAI 2020 -- Channel Pruning via Automatic Structure Search

Simplified code for our paper "GDumb: A Simple Approach that Questions Our Progress in Continual Learning". Easily extensible to various settings, datasets and architectures.

Spectralnormalizationkeras ⭐ 86

Spectral Normalization for Keras Dense and Convolution Layers

Resnet Tf ⭐ 80

ResNet Implementation in TensorFlow

Learning Data Manipulation ⭐ 78

Ml Capsules Inverted Attention Routing ⭐ 74

Stochastic Quantization ⭐ 67

Training Low-bits DNNs with Stochastic Quantization

Reference implementation for Blueprint Separable Convolutions (CVPR 2020)

Pytorch Gconv Experiments ⭐ 66

Experiments with Group Equivariant Convolutions in PyTorch

This project is the PyTorch implementation of our accepted CVPR 2020 paper : forward and backward information retention for accurate binary neural networks.

Tensorflow code of Dist-GAN, GN-GAN and other GAN methods

Factorized Bilinear Network ⭐ 62

FBN: Factorized Bilinear Models for Image Recognition (ICCV 2017)

Pytorch Be Your Own Teacher ⭐ 61

A pytorch implementation of paper 'Be Your Own Teacher: Improve the Performance of Convolutional Neural Networks via Self Distillation', https://arxiv.org/abs/1905.08094

Hyperion ⭐ 61

Python toolkit for speech processing

PyTorch implementation of "SRM : A Style-based Recalibration Module for Convolutional Neural Networks"

Hessianflow ⭐ 59

Tensorflow Cifar100 ⭐ 54

High-acc(>0.7) model(ResNet, ResNeXt, DenseNet, SENet, SE-ResNeXt) on TensorFlow.

Pytorch Priv ⭐ 53

Pytorch implementation for Classification, Semantic Segmentation and Object Detection

Balancedmetasoftmax Classification ⭐ 53

Code for the paper "Balanced Meta-Softmax for Long-Tailed Visual Recognition" on long-tailed visual recognition datasets

Okddip Aaai2020 ⭐ 50

This is a PyTorch-1.0 implementation for the AAAI-2020 paper (Online Knowledge Distillation with Diverse Peers).

Code for the signSGD paper

Hyperparam1 ⭐ 48

Kfac Pytorch ⭐ 47

Pytorch implementation of KFAC and E-KFAC (Natural Gradient).

Batch Instance Normalization ⭐ 46

Batch-Instance Normalization (BIN)

Se Net Cifar ⭐ 45

SE-Net Incorporates with ResNet and WideResnet on CIFAR-10/100 Dataset.

Simplenet_pytorch ⭐ 44

SimpleNetV1 Implementation in Pytorch

Neuralrejuvenation Cvpr19 ⭐ 43

Neural Rejuvenation: Improving Deep Network Training by Enhancing Computational Resource Utilization at CVPR'19

Filtersketch ⭐ 43

Pytorch implementation of our paper under review -- Filter Sketch for Network Pruning

Pytorch Cifar Sgdr ⭐ 43

SGDR with pytorch on CIFAR-10 (now superseded by official PyTorch CosineAnnealingLR)

Wideresnet Tensorlayer ⭐ 43

Wide Residual Networks implemented in TensorLayer and TensorFlow.

Pytorch Experiments Template ⭐ 40

A pytorch based classification experiments template

Pytorch Cifar10 ⭐ 39

The state-of-the-art algorithms on CIFAR-10 dataset in PyTorch

Uda Pytorch ⭐ 39

Unsupervised Data Augmentation experiments in PyTorch

Shake Shake_pytorch ⭐ 38

PyTorch implementation of shake-shake regularization

Cifarsota ⭐ 37

Reviewing recent advances in classification on CIFAR 10 and 100 datasets

Code for ICLR2020 "Improving Adversarial Robustness Requires Revisiting Misclassified Examples"

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