weiaicunzai/awesome-image-classification

Awesome - Image Classification

A curated list of deep learning image classification papers and codes

3.1k stars603 forks202 entriesLast push Apr 20, 2022 (4 years ago)License none

This page lists names, links and short descriptions. The original list on GitHub is the source and belongs to its authors.

Papers&Codes >VGG

PyTorch's official computer vision library with 50+ pre-trained model architectures including ResNet, EfficientNet, Vision Transformers (ViT), ConvNeXt, and more. The de facto standard model zoo for PyTorch computer vision. BSD-3-Clause licensed.

In 9 listsDetails

code: keras-applications :

Very Deep Convolutional Networks for Large-Scale Image Recognition.

In 2 lists

Papers&Codes >GoogleNet

pdf:

code: unofficial-tensorflow :

code: unofficial-caffe :

Papers&Codes >PReLU-nets

pdf:

code: unofficial-chainer :

Papers&Codes >ResNet

pdf:

In 2 lists

code: facebook-torch :

code: torchvision :

In 9 listsDetails

code: keras-applications :

Very Deep Convolutional Networks for Large-Scale Image Recognition.

In 2 lists

code: unofficial-keras :

code: unofficial-tensorflow :

Papers&Codes >PreActResNet

pdf:

code: facebook-torch :

code: official :

code: unoffical-pytorch :

code: unoffical-mxnet :

Papers&Codes >Inceptionv3

pdf:

code: torchvision :

In 9 listsDetails

code: keras-applications :

Very Deep Convolutional Networks for Large-Scale Image Recognition.

In 2 lists

Papers&Codes >Inceptionv4 && Inception-ResNetv2

pdf:

code: unofficial-keras :

Papers&Codes >RiR

pdf:

code: unofficial-tensorflow :

code: unofficial-chainer :

Papers&Codes >Stochastic Depth ResNet

pdf:

code: unofficial-torch :

code: unofficial-chainer :

code: unofficial-keras :

Papers&Codes >WRN

pdf:

code: official :

code: unofficial-pytorch :

WideResNets for CIFAR10/100 implemented in PyTorch. This implementation requires less GPU memory than what is required by the official Torch implementation: https://github.com/szagoruyko/wide-residual-networks .

In 2 lists

code: unofficial-keras :

code: unofficial-pytorch :

Papers&Codes >SqueezeNet

pdf:

code: torchvision :

In 9 listsDetails

code: unofficial-caffe :

code: unofficial-keras :

code: unofficial-caffe :

Papers&Codes >GeNet

pdf:

code: unofficial-tensorflow :

Papers&Codes >MetaQNN

pdf:

code: official :

Papers&Codes >PyramidNet

pdf:

code: official :

code: unofficial-pytorch :

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

In 2 lists

Papers&Codes >DenseNet

pdf:

code: official :

code: unofficial-keras :

code: unofficial-caffe :

code: unofficial-tensorflow :

code: unofficial-pytorch :

This is a PyTorch implementation of the DenseNet-BC architecture as described in the paper Densely Connected Convolutional Networks by G. Huang, Z. Liu, K. Weinberger, and L. van der Maaten. This implementation gets a CIFAR-10+ error rate of 4.77 with a 100-layer DenseNet-BC with a growth rate of…

In 2 lists

code: unofficial-keras :

Papers&Codes >FractalNet

pdf:

code: unofficial-caffe :

code: unofficial-keras :

code: unofficial-tensorflow :

Papers&Codes >ResNext

pdf:

code: official :

code: keras-applications :

Very Deep Convolutional Networks for Large-Scale Image Recognition.

In 2 lists

code: unofficial-pytorch :

Reproduces ResNet-V3 (Aggregated Residual Transformations for Deep Neural Networks) with pytorch.

In 2 lists

code: unofficial-keras :

code: unofficial-tensorflow :

Papers&Codes >IGCV1

pdf:

code official :

Papers&Codes >Residual Attention Network

pdf:

code: official :

code: unofficial-pytorch :

code: unofficial-gluon :

code: unofficial-keras :

Papers&Codes >Xception

pdf:

code: unofficial-pytorch :

code: unofficial-tensorflow :

code: unofficial-caffe :

code: unofficial-pytorch :

code: keras-applications :

Very Deep Convolutional Networks for Large-Scale Image Recognition.

In 2 lists

Papers&Codes >MobileNet

pdf:

code: unofficial-tensorflow :

code: unofficial-caffe :

Caffe Implementation of Google's MobileNets

In 2 lists

code: unofficial-pytorch :

code: keras-applications :

Very Deep Convolutional Networks for Large-Scale Image Recognition.

In 2 lists

Papers&Codes >PolyNet

pdf:

code: official :

Papers&Codes >DPN

pdf:

code: official :

code: unoffical-keras :

code: unofficial-pytorch :

Papers&Codes >Block-QNN

pdf:

Papers&Codes >CRU-Net

pdf:

code official :

code unofficial-mxnet :

DLA

pdf:

code: official-pytorch:

DLA >ShuffleNet

pdf:

code: unofficial-tensorflow :

code: unofficial-pytorch :

code: unofficial-caffe :

code: unofficial-keras :

DLA >CondenseNet

pdf:

code: official :

CondenseNet: An Efficient DenseNet using Learned Group Convolutions.

In 2 lists

code: unofficial-tensorflow :

DLA >NasNet

pdf:

code: unofficial-keras :

code: keras-applications :

Very Deep Convolutional Networks for Large-Scale Image Recognition.

In 2 lists

code: unofficial-pytorch :

code: unofficial-tensorflow :

DLA >MobileNetV2

pdf:

code: unofficial-keras :

code: unofficial-pytorch :

code: unofficial-tensorflow :

DLA >IGCV2

pdf:

DLA >hier

pdf:

DLA >PNasNet

pdf:

code: tensorflow-slim :

Official TensorFlow repository of state-of-the-art (SOTA) models and modeling solutions. Contains reference implementations for BERT, ResNet, Transformer, and many more with pre-trained weights and training scripts. Apache 2.0 licensed.

In 12 listsDetails

code: unofficial-pytorch :

PyTorch implementation of PNASNet-5 on ImageNet.

In 3 lists

code: unofficial-tensorflow :

DLA >AmoebaNet

pdf:

code: tensorflow-tpu :

DLA >SENet

pdf:

code: official :

code: unofficial-pytorch :

code: unofficial-tensorflow :

code: unofficial-caffe :

code: unofficial-mxnet :

DLA >ShuffleNetV2

pdf:

code: unofficial-pytorch :

code: unofficial-keras :

code: unofficial-pytorch :

code: unofficial-caff2:

DLA >CBAM

pdf:

code: official-pytorch :

code: unofficial-pytorch :

code: unofficial-keras :

DLA >IGCV3

pdf:

code: official :

code: unofficial-pytorch :

code: unofficial-tensorflow :

DLA >BAM

pdf:

code: official-pytorch :

code: unofficial-tensorflow :

DLA >MNasNet

pdf:

CVPR

In 2 lists

code: unofficial-pytorch :

code: unofficial-caffe :

code: unofficial-MxNet :

code: unofficial-keras :

DLA >SKNet

pdf:

code: official :

DLA >DARTS

pdf:

ICLR

In 2 lists

code: official :

code: unofficial-pytorch :

code: unofficial-tensorflow :

DLA >ProxylessNAS

pdf:

code: official :

DLA >MobileNetV3

pdf:

code: unofficial-pytorch :

code: unofficial-caffe :

code: unofficial-keras :

DLA >Res2Net

pdf:

code: unofficial-pytorch :

code: unofficial-keras :

code: official-pytorch :

DLA >LIP-ResNet

pdf:

code: official-pytorch :

DLA >EfficientNet

pdf:

code: unofficial-pytorch :

It contains an op-for-op PyTorch reimplementation of EfficientNet, along with pre-trained models and examples.

In 2 lists

code: tensorflow-tpu :

DLA >FixResNeXt

pdf:

code: official-pytorch :

DLA >BiT

pdf:

code: official-tensorflow:

Implementation of Big Transfer (BiT): General Visual Representation Learning.

In 3 lists

DLA >PSConv + ResNext101

pdf:

code:

DLA >NoisyStudent

pdf:

code: official-tensorflow:

code: unofficial-pytorch:

DLA >RegNet

pdf:

code: official-pytorch:

code: unofficial-pytorch:

DLA >GhostNet

pdf:

code: official-pytorch:

DLA >ViT

pdf:

(ICLR'2021)

In 3 lists

code: official-tensorflow:

Official implementation of An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

In 2 lists

code: unofficial-pytorch:

DLA >DeiT

pdf:

code: official-pytorch:

DLA >PVT

pdf:

code: official-pytorch:

DLA >T2T

pdf:

code: official-pytorch:

DLA >DeepVit

pdf:

code: official-pytorch:

DLA >ViL

pdf:

code: official-pytorch:

DLA >TNT

pdf:

code:

DLA >CvT

pdf:

code:

DLA >CViT

pdf:

code:

DLA >Focal-T

pdf:

code:

DLA >Twins

pdf:

code:

DLA >PVTv2

pdf:

code: official-pytorch:

See category

hesreallyhim/awesome-claude-code

A hand-picked collection of the finest of resources for the most awesome of agents, Claude Code, the undisputed champion of coding companions, from the unstoppable team…

Fresh★ 55k202 entriesPushed today

Awesome Agent Skills

VoltAgent/awesome-agent-skills

A curated collection of 1000+ agent skills from official dev teams and the community, compatible with Claude Code, Codex, Gemini CLI, Cursor, and more.

Fresh★ 35k839 entriesPushed today

Awesome Machine Learning

josephmisiti/awesome-machine-learning

A curated list of awesome Machine Learning frameworks, libraries and software.

Fresh★ 74k1188 entriesPushed 7 days ago

Awesome Production Machine Learning

EthicalML/awesome-production-machine-learning

A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

Fresh★ 21k519 entriesPushed 3 days ago

AWESOME DATA SCIENCE

academic/awesome-datascience

:memo: An awesome Data Science repository to learn and apply for real world problems.

Fresh★ 30k881 entriesPushed today

Static Analysis

analysis-tools-dev/static-analysis

⚙️ A curated list of static analysis (SAST) tools and linters for all programming languages, config files, build tools, and more. The focus is on tools which improve…

Fresh★ 15k528 entriesPushed 8 days ago