ML Research Wiki / Benchmarks / Image Classification / CIFAR-10

CIFAR-10

Image Classification Benchmark

Performance Over Time

📊 Showing 241 results | 📏 Metric: Percentage correct

Top Performing Models

Rank Model Paper Percentage correct Date Code
1 efficient adaptive ensembling 📚 Efficient Adaptive Ensembling for Image Classification 99.61 2022-06-15 -
2 ViT-H/14 📚 An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 99.50 2020-10-22 📦 huggingface/transformers 📦 labmlai/annotated_deep_learning_paper_implementations 📦 rwightman/pytorch-image-models
3 DINOv2 (ViT-g/14, frozen model, linear eval) 📚 DINOv2: Learning Robust Visual Features without Supervision 99.50 2023-04-14 📦 huggingface/transformers 📦 facebookresearch/dinov2 📦 roboflow/rf-detr
4 µ2Net (ViT-L/16) 📚 An Evolutionary Approach to Dynamic Introduction of Tasks in Large-scale Multitask Learning Systems 99.49 2022-05-25 📦 google-research/google-research
5 ViT-L/16 📚 An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 99.42 2020-10-22 📦 huggingface/transformers 📦 labmlai/annotated_deep_learning_paper_implementations 📦 rwightman/pytorch-image-models
6 CaiT-M-36 U 224 📚 Going deeper with Image Transformers 99.40 2021-03-31 📦 rwightman/pytorch-image-models 📦 lucidrains/vit-pytorch 📦 facebookresearch/deit
7 CvT-W24 📚 CvT: Introducing Convolutions to Vision Transformers 99.39 2021-03-29 📦 huggingface/transformers 📦 BR-IDL/PaddleViT 📦 microsoft/CvT
8 BiT-L (ResNet) 📚 Big Transfer (BiT): General Visual Representation Learning 99.37 2019-12-24 📦 google-research/big_transfer 📦 sayakpaul/FunMatch-Distillation 📦 bethgelab/InDomainGeneralizationBenchmark
9 RDNet-L (224 res, IN-1K pretrained) 📚 DenseNets Reloaded: Paradigm Shift Beyond ResNets and ViTs 99.31 2024-03-28 📦 huggingface/pytorch-image-models 📦 naver-ai/rdnet 📦 birder/birder
10 RDNet-B (224 res, IN-1K pretrained) 📚 DenseNets Reloaded: Paradigm Shift Beyond ResNets and ViTs 99.31 2024-03-28 📦 huggingface/pytorch-image-models 📦 naver-ai/rdnet 📦 birder/birder

All Papers (241)

Squeeze-and-Excitation Networks

2017
SENet + ShakeShake + Cutout

mixup: Beyond Empirical Risk Minimization

2017
DenseNet-BC-190 + Mixup

Densely Connected Convolutional Networks

2016
DenseNet (DenseNet-BC-190)

Convolutional Xformers for Vision

2022
Convolutional Performer for Vision (CPV)

Stochastic Optimization of Plain Convolutional Neural Networks with Simple methods

2020
Stochastic Optimization of Plain Convolutional Neural Networks with Simple methods

Spectral Representations for Convolutional Neural Networks

2015
Spectral Representations for Convolutional Neural Networks

Deep Networks with Internal Selective Attention through Feedback Connections

2014
Deep Networks with Internal Selective Attention through Feedback Connections

Dynamic Routing Between Capsules

2017
ensemble of 7 models