Image Classification on OmniBenchmark

Metric: Average Top-1 Accuracy (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Average Top-1 Accuracy▼	Extra Data	Paper	Date↕	Code
1	NOAH-ViTB/16	47.6	Yes	Neural Prompt Search	2022-06-09	Code
2	SwinTransformer	46.4	No	Swin Transformer: Hierarchical Vision Transforme...	2021-03-25	Code
3	Bamboo-R50	45.4	Yes	Bamboo: Building Mega-Scale Vision Dataset Conti...	2022-03-15	Code
4	Adapter-ViTB/16	44.5	Yes	Parameter-Efficient Transfer Learning for NLP	2019-02-02	Code
5	CLIP-RN50	42.1	Yes	Learning Transferable Visual Models From Natural...	2021-02-26	Code
6	IG-1B	40.4	Yes	Billion-scale semi-supervised learning for image...	2019-05-02	Code
7	BiT-M	40.4	Yes	Big Transfer (BiT): General Visual Representatio...	2019-12-24	Code
8	DINO	38.9	No	Emerging Properties in Self-Supervised Vision Tr...	2021-04-29	Code
9	SwAV	38.3	No	Unsupervised Learning of Visual Features by Cont...	2020-06-17	Code
10	ResNet-101	37.4	No	Deep Residual Learning for Image Recognition	2015-12-10	Code
11	MEAL-V2	36.6	No	MEAL V2: Boosting Vanilla ResNet-50 to 80%+ Top-...	2020-09-17	Code
12	MoPro-V2	36.1	Yes	MoPro: Webly Supervised Learning with Momentum P...	2020-09-17	Code
13	EfficientNetB4	35.8	No	EfficientNet: Rethinking Model Scaling for Convo...	2019-05-28	Code
14	MoCoV2	34.8	No	Momentum Contrast for Unsupervised Visual Repres...	2019-11-13	Code
15	ResNet-50	34.3	No	Deep Residual Learning for Image Recognition	2015-12-10	Code
16	InceptionV4	32.3	No	Inception-v4, Inception-ResNet and the Impact of...	2016-02-23	Code
17	MLP-Mixer	32.2	No	MLP-Mixer: An all-MLP Architecture for Vision	2021-05-04	Code
18	Manifold	31.6	No	Manifold Mixup: Better Representations by Interp...	2018-06-13	Code
19	CutMix	31.1	No	CutMix: Regularization Strategy to Train Strong ...	2019-05-13	Code
20	ReLabel	30.8	No	Re-labeling ImageNet: from Single to Multi-Label...	2021-01-13	Code
21	MAE	30.6	No	Masked Autoencoders Are Scalable Vision Learners	2021-11-11	Code
22	BeiT	30.1	No	BEiT: BERT Pre-Training of Image Transformers	2021-06-15	Code