Image Classification on ImageNet

Metric: Top 5 Accuracy (higher is better)

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#	Model↕	Top 5 Accuracy▼	Extra Data	Paper	Date↕	Code
1	Florence-CoSwin-H	99.02	No	Florence: A New Foundation Model for Computer Vi...	2021-11-22	Code
2	Meta Pseudo Labels (EfficientNet-L2)	98.8	No	Meta Pseudo Labels	2020-03-23	Code
3	BiT-L (ResNet)	98.46	No	Big Transfer (BiT): General Visual Representatio...	2019-12-24	Code
4	PNASNet-5	96.2	No	Progressive Neural Architecture Search	2017-12-02	Code
5	ConvNeXt-T-Hermite	96.03	No	Polynomial, trigonometric, and tropical activati...	2025-02-03	Code
6	EsViT (Swin-B)	95.5	No	Efficient Self-supervised Vision Transformers fo...	2021-06-17	Code
7	GhostNetV3 1.6x	95.2	No	GhostNetV3: Exploring the Training Strategies fo...	2024-04-17	Code
8	ResNeXt-101 64x4	94.7	No	Aggregated Residual Transformations for Deep Neu...	2016-11-16	Code
9	GhostNetV3 1.3x	94.5	No	GhostNetV3: Exploring the Training Strategies fo...	2024-04-17	Code
10	Inception V3	94.4	No	-	-	-
11	SMoG (ResNet-50 x4)	94.4	No	Unsupervised Visual Representation Learning by S...	2022-07-13	Code
12	SMoG (ResNet-50 x2)	93.9	No	Unsupervised Visual Representation Learning by S...	2022-07-13	Code
13	GhostNetV3 1.0x	93.3	No	GhostNetV3: Exploring the Training Strategies fo...	2024-04-17	Code
14	VGG	93.2	Yes	-	-	-
15	NNCLR (ResNet-50, multi-crop)	92.4	No	With a Little Help from My Friends: Nearest-Neig...	2021-04-29	Code
16	MV-MR	92.1	No	MV-MR: multi-views and multi-representations for...	2023-03-21	Code
17	GroCo (ResNet-50)	91.6	No	Learning by Sorting: Self-supervised Learning wi...	2023-01-05	Code
18	VICReg (ResNet50)	91.1	No	VICReg: Variance-Invariance-Covariance Regulariz...	2021-05-11	Code
19	Barlow Twins (ResNet-50)	91	No	Barlow Twins: Self-Supervised Learning via Redun...	2021-03-04	Code
20	I-VNE+ (ResNet-50)	91	No	VNE: An Effective Method for Improving Deep Repr...	2023-04-04	Code
21	GhostNetV3 0.5x	88.5	No	GhostNetV3: Exploring the Training Strategies fo...	2024-04-17	Code
22	SynCo (ResNet-50) 200ep	88	No	SynCo: Synthetic Hard Negatives in Contrastive L...	2024-10-03	Code
23	OverFeat	86.76	Yes	-	-	-
24	Alexnet	84.6	Yes	-	-	-
25	Multi-task SSL (ResNet-101)	70.2	No	Multi-task Self-Supervised Visual Learning	2017-08-25	-
26	Colorisation (improved) (ResNet-101)	62.5	No	Multi-task Self-Supervised Visual Learning	2017-08-25	-

#1Florence-CoSwin-HSOTA
99.02
Top 5 Accuracy· 2021-11-22
Florence: A New Foundation Model for Computer Vision Code
#2Meta Pseudo Labels (EfficientNet-L2)SOTA
98.8
Top 5 Accuracy· 2020-03-23
Meta Pseudo Labels Code
#3BiT-L (ResNet)SOTA
98.46
Top 5 Accuracy· 2019-12-24
Big Transfer (BiT): General Visual Representation Learning Code
#4PNASNet-5SOTA
96.2
Top 5 Accuracy· 2017-12-02
Progressive Neural Architecture Search Code
#5ConvNeXt-T-Hermite
96.03
Top 5 Accuracy· 2025-02-03
Polynomial, trigonometric, and tropical activations Code
#6EsViT (Swin-B)
95.5
Top 5 Accuracy· 2021-06-17
Efficient Self-supervised Vision Transformers for Representation Learning Code
#7GhostNetV3 1.6x
95.2
Top 5 Accuracy· 2024-04-17
GhostNetV3: Exploring the Training Strategies for Compact Models Code
#8ResNeXt-101 64x4SOTA
94.7
Top 5 Accuracy· 2016-11-16
Aggregated Residual Transformations for Deep Neural Networks Code
#9GhostNetV3 1.3x
94.5
Top 5 Accuracy· 2024-04-17
GhostNetV3: Exploring the Training Strategies for Compact Models Code
#10Inception V3
94.4
Top 5 Accuracy
No paper
#11SMoG (ResNet-50 x4)
94.4
Top 5 Accuracy· 2022-07-13
Unsupervised Visual Representation Learning by Synchronous Momentum Grouping Code
#12SMoG (ResNet-50 x2)
93.9
Top 5 Accuracy· 2022-07-13
Unsupervised Visual Representation Learning by Synchronous Momentum Grouping Code
#13GhostNetV3 1.0x
93.3
Top 5 Accuracy· 2024-04-17
GhostNetV3: Exploring the Training Strategies for Compact Models Code
#14VGG
93.2
Top 5 Accuracy· Extra Data
No paper
#15NNCLR (ResNet-50, multi-crop)
92.4
Top 5 Accuracy· 2021-04-29
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations Code
#16MV-MR
92.1
Top 5 Accuracy· 2023-03-21
MV-MR: multi-views and multi-representations for self-supervised learning and knowledge distillation Code
#17GroCo (ResNet-50)
91.6
Top 5 Accuracy· 2023-01-05
Learning by Sorting: Self-supervised Learning with Group Ordering Constraints Code
#18VICReg (ResNet50)
91.1
Top 5 Accuracy· 2021-05-11
VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning Code
#19Barlow Twins (ResNet-50)
91
Top 5 Accuracy· 2021-03-04
Barlow Twins: Self-Supervised Learning via Redundancy Reduction Code
#20I-VNE+ (ResNet-50)
91
Top 5 Accuracy· 2023-04-04
VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue Distribution Code
#21GhostNetV3 0.5x
88.5
Top 5 Accuracy· 2024-04-17
GhostNetV3: Exploring the Training Strategies for Compact Models Code
#22SynCo (ResNet-50) 200ep
88
Top 5 Accuracy· 2024-10-03
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations Code
#23OverFeat
86.76
Top 5 Accuracy· Extra Data
No paper
#24Alexnet
84.6
Top 5 Accuracy· Extra Data
No paper
#25Multi-task SSL (ResNet-101)
70.2
Top 5 Accuracy· 2017-08-25
Multi-task Self-Supervised Visual Learning
#26Colorisation (improved) (ResNet-101)
62.5
Top 5 Accuracy· 2017-08-25
Multi-task Self-Supervised Visual Learning