Image Classification on Tiny ImageNet Classification

Metric: Validation Acc (higher is better)

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#	Model↕	Validation Acc▼	Extra Data	Paper	Date↕	Code
1	Astroformer	92.98	No	Astroformer: More Data Might not be all you need...	2023-04-03	Code
2	SwinV2-B + GradMatch	91.9	No	Data-Efficient Training of CNNs and Transformers...	2023-03-03	Code
3	MANO-tiny	87.52	Yes	Linear Attention with Global Context: A Multipol...	2025-07-03	Code
4	ResNeXt-50 (SAMix+DM)	72.39	No	-	-	-
5	ResNeXt-50 (AutoMix+DM)	71.56	No	-	-	-
6	ResNeXt-50 (PuzzleMix+DM)	68.04	No	-	-	-
7	UPANets	67.67	No	UPANets: Learning from the Universal Pixel Atten...	2021-03-15	Code
8	WaveMixLite-160/13	54.76	No	-	-	Code
9	Convolutional Nystromformer for Vision (CNV)	49.56	No	Convolutional Xformers for Vision	2022-01-25	Code

#1AstroformerSOTA
92.98
Validation Acc· 2023-04-03
Astroformer: More Data Might not be all you need for Classification Code
#2SwinV2-B + GradMatchSOTA
91.9
Validation Acc· 2023-03-03
Data-Efficient Training of CNNs and Transformers with Coresets: A Stability Perspective Code
#3MANO-tiny
87.52
Validation Acc· Extra Data· 2025-07-03
Linear Attention with Global Context: A Multipole Attention Mechanism for Vision and Physics Code
#4ResNeXt-50 (SAMix+DM)
72.39
Validation Acc
No paper
#5ResNeXt-50 (AutoMix+DM)
71.56
Validation Acc
No paper
#6ResNeXt-50 (PuzzleMix+DM)
68.04
Validation Acc
No paper
#7UPANetsSOTA
67.67
Validation Acc· 2021-03-15
UPANets: Learning from the Universal Pixel Attention Networks Code
#8WaveMixLite-160/13
54.76
Validation Acc
No paperCode
#9Convolutional Nystromformer for Vision (CNV)
49.56
Validation Acc· 2022-01-25
Convolutional Xformers for Vision Code