Image Classification on Stanford Cars

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	efficient adaptive ensembling	96.868	No	Efficient Adaptive Ensembling for Image Classifi...	2022-06-15	-
2	TResNet-L-V2	96.32	No	ImageNet-21K Pretraining for the Masses	2021-04-22	Code
3	SR-GNN	96.1	No	SR-GNN: Spatial Relation-aware Graph Neural Netw...	2022-09-05	Code
4	SaSPA + CAL	95.72	No	Advancing Fine-Grained Classification by Structu...	2024-06-20	Code
5	EfficientNetV2-L	95.1	No	EfficientNetV2: Smaller Models and Faster Training	2021-04-01	Code
6	EfficientNetV2-M	94.6	No	EfficientNetV2: Smaller Models and Faster Training	2021-04-01	Code
7	CaiT-M-36 U 224	94.2	No	Going deeper with Image Transformers	2021-03-31	Code
8	ELP	94.2	No	-	-	Code
9	ImageNet + iNat on WS-DAN	94.1	No	Domain Adaptive Transfer Learning on Visual Atte...	2020-10-06	-
10	CeiT-S (384 finetune resolution)	94.1	No	Incorporating Convolution Designs into Visual Tr...	2021-03-22	Code
11	EfficientNetV2-S	93.8	No	EfficientNetV2: Smaller Models and Faster Training	2021-04-01	Code
12	ViT-B/16 (RPE w/ GAB)	93.743	No	Understanding Gaussian Attention Bias of Vision ...	2023-05-08	Code
13	CeiT-S	93.2	No	Incorporating Convolution Designs into Visual Tr...	2021-03-22	Code
14	GFNet-H-B	93.2	Yes	Global Filter Networks for Image Classification	2021-07-01	Code
15	CeiT-T (384 finetune resolution)	93	No	Incorporating Convolution Designs into Visual Tr...	2021-03-22	Code
16	MACNN	92.8	No	-	-	Code
17	CeiT-T	90.5	No	Incorporating Convolution Designs into Visual Tr...	2021-03-22	Code
18	LeViT-192	89.8	No	LeViT: a Vision Transformer in ConvNet's Clothin...	2021-04-02	Code
19	ResMLP-24	89.5	No	ResMLP: Feedforward networks for image classific...	2021-05-07	Code
20	LeViT-384	89.3	No	LeViT: a Vision Transformer in ConvNet's Clothin...	2021-04-02	Code
21	LeViT-128	88.6	No	LeViT: a Vision Transformer in ConvNet's Clothin...	2021-04-02	Code
22	LeViT-128S	88.4	No	LeViT: a Vision Transformer in ConvNet's Clothin...	2021-04-02	Code
23	LeViT-256	88.2	No	LeViT: a Vision Transformer in ConvNet's Clothin...	2021-04-02	Code
24	MPFG + CLIP	86.79	Yes	-	-	Code
25	SE-ResNet-101 (SAP)	85.812	No	Stochastic Subsampling With Average Pooling	2024-09-25	-
26	ResMLP-12	84.6	No	ResMLP: Feedforward networks for image classific...	2021-05-07	Code
27	ViT-M/16 (RPE w/ GAB)	83.89	No	Understanding Gaussian Attention Bias of Vision ...	2023-05-08	Code
28	NNCLR	67.1	No	With a Little Help from My Friends: Nearest-Neig...	2021-04-29	Code
29	MANO-tiny	65.68	Yes	Linear Attention with Global Context: A Multipol...	2025-07-03	Code