ML Research Wiki / Benchmarks / Image Classification / Places205

Places205

Image Classification Benchmark

Performance Over Time

📊 Showing 15 results | 📏 Metric: Top 1 Accuracy

Top Performing Models

Rank Model Paper Top 1 Accuracy Date Code
1 MixMIM-L MixMAE: Mixed and Masked Autoencoder for Efficient Pretraining of Hierarchical Vision Transformers 69.30 2022-05-26 📦 sense-x/mixmim
2 SEER (RegNet10B - finetuned - 384px) 📚 Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision 69.00 2022-02-16 📦 facebookresearch/vissl
3 MixMIM-B MixMAE: Mixed and Masked Autoencoder for Efficient Pretraining of Hierarchical Vision Transformers 68.30 2022-05-26 📦 sense-x/mixmim
4 MAE (ViT-H, 448) Masked Autoencoders Are Scalable Vision Learners 66.80 2021-11-11 📦 facebookresearch/mae 📦 lightly-ai/lightly 📦 open-mmlab/mmselfsup
5 SEER Self-supervised Pretraining of Visual Features in the Wild 66.00 2021-03-02 📦 facebookresearch/vissl
6 SAMix (ResNet-50 Supervised) Boosting Discriminative Visual Representation Learning with Scenario-Agnostic Mixup 64.30 2021-11-30 📦 Westlake-AI/openmixup
7 AutoMix (ResNet-50 Supervised) AutoMix: Unveiling the Power of Mixup for Stronger Classifiers 64.10 2021-03-24 📦 Westlake-AI/openmixup 📦 zeyuanyin/tiny-imagenet 📦 Westlake-AI/AutoMix
8 RegNetY-128GF (Supervised) Self-supervised Pretraining of Visual Features in the Wild 62.70 2021-03-02 📦 facebookresearch/vissl
9 BYOL Bootstrap your own latent: A new approach to self-supervised Learning 54.00 2020-06-13 📦 deepmind/deepmind-research 📦 alibaba/EasyCV 📦 lucidrains/byol-pytorch
10 SimCLR A Simple Framework for Contrastive Learning of Visual Representations 53.30 2020-02-13 📦 tensorflow/models 📦 google-research/simclr 📦 lightly-ai/lightly

All Papers (15)