Image Classification on ImageNet V2

Metric: Top 1 Accuracy (higher is better)

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#	Model↕	Top 1 Accuracy▼	Extra Data	Paper	Date↕	Code
1	Model soups (BASIC-L)	84.63	Yes	Model soups: averaging weights of multiple fine-...	2022-03-10	Code
2	ViT-e	84.3	No	PaLI: A Jointly-Scaled Multilingual Language-Ima...	2022-09-14	Code
3	Model soups (ViT-G/14)	84.22	Yes	Model soups: averaging weights of multiple fine-...	2022-03-10	Code
4	MAWS (ViT-6.5B)	84	Yes	The effectiveness of MAE pre-pretraining for bil...	2023-03-23	Code
5	ViT-G/14	83.33	Yes	Scaling Vision Transformers	2021-06-08	Code
6	MAWS (ViT-2B)	83	Yes	The effectiveness of MAE pre-pretraining for bil...	2023-03-23	Code
7	MOAT-4 (IN-22K pretraining)	81.5	No	MOAT: Alternating Mobile Convolution and Attenti...	2022-10-04	Code
8	SWAG (ViT H/14)	81.1	Yes	Revisiting Weakly Supervised Pre-Training of Vis...	2022-01-20	Code
9	MOAT-3 (IN-22K pretraining)	80.6	No	MOAT: Alternating Mobile Convolution and Attenti...	2022-10-04	Code
10	MOAT-2 (IN-22K pretraining)	79.3	No	MOAT: Alternating Mobile Convolution and Attenti...	2022-10-04	Code
11	MOAT-1 (IN-22K pretraining)	78.4	No	MOAT: Alternating Mobile Convolution and Attenti...	2022-10-04	Code
12	SwinV2-B	78.08	No	Swin Transformer V2: Scaling Up Capacity and Res...	2021-11-18	Code
13	VOLO-D5	78	No	VOLO: Vision Outlooker for Visual Recognition	2021-06-24	Code
14	VOLO-D4	77.8	No	VOLO: Vision Outlooker for Visual Recognition	2021-06-24	Code
15	CAIT-M36-448	76.7	No	Going deeper with Image Transformers	2021-03-31	Code
16	SEER (RegNet10B)	76.2	Yes	Vision Models Are More Robust And Fair When Pret...	2022-02-16	Code
17	ResMLP-B24/8 22k	74.2	Yes	ResMLP: Feedforward networks for image classific...	2021-05-07	Code
18	ViT-B-36x1	73.9	No	Three things everyone should know about Vision T...	2022-03-18	Code
19	ResMLP-B24/8	73.4	No	ResMLP: Feedforward networks for image classific...	2021-05-07	Code
20	Sequencer2D-L	73.4	No	Sequencer: Deep LSTM for Image Classification	2022-05-04	Code
21	Discrete Adversarial Distillation (ViT-B, 224)	71.7	No	Distilling Out-of-Distribution Robustness from V...	2023-11-02	Code
22	LeViT-384	71.4	No	LeViT: a Vision Transformer in ConvNet's Clothin...	2021-04-02	Code
23	LeViT-256	69.9	No	LeViT: a Vision Transformer in ConvNet's Clothin...	2021-04-02	Code
24	ResMLP-S24/16	69.8	No	ResMLP: Feedforward networks for image classific...	2021-05-07	Code
25	ResNet-152x2-SAM	69.6	Yes	When Vision Transformers Outperform ResNets with...	2021-06-03	Code
26	LeViT-192	68.7	No	LeViT: a Vision Transformer in ConvNet's Clothin...	2021-04-02	Code
27	ResNet50 (A1)	68.7	No	ResNet strikes back: An improved training proced...	2021-10-01	Code
28	LeViT-128	67.5	No	LeViT: a Vision Transformer in ConvNet's Clothin...	2021-04-02	Code
29	ViT-B/16-SAM	67.5	Yes	When Vision Transformers Outperform ResNets with...	2021-06-03	Code
30	ResMLP-S12/16	66	No	ResMLP: Feedforward networks for image classific...	2021-05-07	Code
31	Mixer-B/8-SAM	65.5	Yes	When Vision Transformers Outperform ResNets with...	2021-06-03	Code
32	LeViT-128S	63.9	No	LeViT: a Vision Transformer in ConvNet's Clothin...	2021-04-02	Code