Image Classification on iNaturalist 2019

Metric: Top-1 Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Top-1 Accuracy▼	Extra Data	Paper	Date↕	Code
1	Hiera-H (448px)	88.5	Yes	Hiera: A Hierarchical Vision Transformer without...	2023-06-01	Code
2	MAE (ViT-H, 448)	88.3	Yes	Masked Autoencoders Are Scalable Vision Learners	2021-11-11	Code
3	Grafit (RegnetY 8GF)	84.1	No	Grafit: Learning fine-grained image representati...	2020-11-25	-
4	MixMIM-L	83.9	No	MixMAE: Mixed and Masked Autoencoder for Efficie...	2022-05-26	Code
5	RDNet-L (224 res, IN-1K pretrained)	83.7	No	DenseNets Reloaded: Paradigm Shift Beyond ResNet...	2024-03-28	Code
6	RDNet-B (224 res, IN-1K pretrained)	83.5	No	DenseNets Reloaded: Paradigm Shift Beyond ResNet...	2024-03-28	Code
7	RDNet-S (224 res, IN-1K pretrained)	82.9	No	DenseNets Reloaded: Paradigm Shift Beyond ResNet...	2024-03-28	Code
8	Conviformer-B	82.85	No	Conviformers: Convolutionally guided Vision Tran...	2022-08-17	Code
9	CeiT-S (384 finetune resolution)	82.7	Yes	Incorporating Convolution Designs into Visual Tr...	2021-03-22	Code
10	CaiT-M-36 U 224	81.8	Yes	Going deeper with Image Transformers	2021-03-31	Code
11	RDNet-T (224 res, IN-1K pretrained)	81.2	No	DenseNets Reloaded: Paradigm Shift Beyond ResNet...	2024-03-28	Code
12	CeiT-S	78.9	Yes	Incorporating Convolution Designs into Visual Tr...	2021-03-22	Code
13	CeiT-T (384 finetune resolution)	77.9	Yes	Incorporating Convolution Designs into Visual Tr...	2021-03-22	Code
14	ResNet50 (A2)	75	No	ResNet strikes back: An improved training proced...	2021-10-01	Code
15	LeViT-384	74.3	No	LeViT: a Vision Transformer in ConvNet's Clothin...	2021-04-02	Code
16	CeiT-T	72.8	Yes	Incorporating Convolution Designs into Visual Tr...	2021-03-22	Code
17	ResMLP-24	72.5	No	ResMLP: Feedforward networks for image classific...	2021-05-07	Code
18	LeViT-256	72.3	No	LeViT: a Vision Transformer in ConvNet's Clothin...	2021-04-02	Code
19	ResMLP-12	71	No	ResMLP: Feedforward networks for image classific...	2021-05-07	Code
20	LeViT-192	70.8	No	LeViT: a Vision Transformer in ConvNet's Clothin...	2021-04-02	Code
21	LeViT-128	68.4	No	LeViT: a Vision Transformer in ConvNet's Clothin...	2021-04-02	Code
22	LeViT-128S	66.5	No	LeViT: a Vision Transformer in ConvNet's Clothin...	2021-04-02	Code