OpenCodePapers

image-classification-on-places205

Image Classification
Dataset Link
Results over time
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Leaderboard
PaperCodeTop 1 AccuracyModelNameReleaseDate
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions✓ Link71.7%InternImage-H2022-11-10
MixMAE: Mixed and Masked Autoencoder for Efficient Pretraining of Hierarchical Vision Transformers✓ Link69.3MixMIM-L2022-05-26
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision✓ Link69.0SEER (RegNet10B - finetuned - 384px)2022-02-16
MixMAE: Mixed and Masked Autoencoder for Efficient Pretraining of Hierarchical Vision Transformers✓ Link68.3MixMIM-B2022-05-26
Masked Autoencoders Are Scalable Vision Learners✓ Link66.8MAE (ViT-H, 448)2021-11-11
Self-supervised Pretraining of Visual Features in the Wild✓ Link66.0SEER2021-03-02
Boosting Discriminative Visual Representation Learning with Scenario-Agnostic Mixup✓ Link64.3SAMix (ResNet-50 Supervised)2021-11-30
AutoMix: Unveiling the Power of Mixup for Stronger Classifiers✓ Link64.1AutoMix (ResNet-50 Supervised)2021-03-24
Self-supervised Pretraining of Visual Features in the Wild✓ Link62.7RegNetY-128GF (Supervised)2021-03-02
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments✓ Link56.7%SwAV2020-06-17
Barlow Twins: Self-Supervised Learning via Redundancy Reduction✓ Link54.1%Barlow Twins (ResNet-50)2021-03-04
Bootstrap your own latent: A new approach to self-supervised Learning✓ Link54.0BYOL2020-06-13
A Simple Framework for Contrastive Learning of Visual Representations✓ Link53.3SimCLR2020-02-13
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments✓ Link53.2%ResNet-50 (Supervised)2020-06-17
Improved Baselines with Momentum Contrastive Learning✓ Link52.9MoCo v22020-03-09