ML Research Wiki / Benchmarks / Image Classification / CIFAR-100

CIFAR-100

Image Classification Benchmark

Performance Over Time

📊 Showing 197 results | 📏 Metric: Percentage correct

Top Performing Models

Rank Model Paper Percentage correct Date Code
1 efficient adaptive ensembling 📚 Efficient Adaptive Ensembling for Image Classification 96.81 2022-06-15 -
2 EffNet-L2 (SAM) 📚 Sharpness-Aware Minimization for Efficiently Improving Generalization 96.08 2020-10-03 📦 davda54/sam 📦 google-research/sam 📦 moskomule/sam.pytorch
3 Swin-L + ML-Decoder 📚 ML-Decoder: Scalable and Versatile Classification Head 95.10 2021-11-25 📦 alibaba-miil/ml_decoder
4 µ2Net (ViT-L/16) 📚 An Evolutionary Approach to Dynamic Introduction of Tasks in Large-scale Multitask Learning Systems 94.95 2022-05-25 📦 google-research/google-research
5 ViT-B-16 (ImageNet-21K-P pretrain) 📚 ImageNet-21K Pretraining for the Masses 94.20 2021-04-22 📦 Alibaba-MIIL/ImageNet21K 📦 YutingLi0606/SURE 📦 encounter1997/fp-detr 📦 gregorbachmann/scaling_mlps 📦 MS-Mind/MS-Code-01
6 CvT-W24 📚 CvT: Introducing Convolutions to Vision Transformers 94.09 2021-03-29 📦 huggingface/transformers 📦 BR-IDL/PaddleViT 📦 microsoft/CvT
7 ViT-B/16 (PUGD) 📚 Perturbated Gradients Updating within Unit Space for Deep Learning 93.95 2021-10-01 📦 hanktseng131415go/pugd
8 Heinsen Routing + BEiT-large 16 224 📚 An Algorithm for Routing Vectors in Sequences 93.80 2022-11-20 📦 glassroom/heinsen_routing
9 BiT-L (ResNet) 📚 Big Transfer (BiT): General Visual Representation Learning 93.51 2019-12-24 📦 google-research/big_transfer 📦 sayakpaul/FunMatch-Distillation 📦 bethgelab/InDomainGeneralizationBenchmark
10 VIT-L/16 (Spinal FC, Background) Reduction of Class Activation Uncertainty with Background Information 93.31 2023-05-05 📦 dipuk0506/SpinalNet 📦 dipuk0506/uq

All Papers (197)

Squeeze-and-Excitation Networks

2017
SENet + ShakeEven + Cutout

mixup: Beyond Empirical Risk Minimization

2017
DenseNet-BC-190 + Mixup

Wide Residual Networks

2016
Wide ResNet

Spectral Representations for Convolutional Neural Networks

2015
Spectral Representations for Convolutional Neural Networks

Convolutional Xformers for Vision

2022
Convolutional Linear Transformer for Vision (CLTV)