Image Classification on CIFAR-10

Metric: Top-1 Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Top-1 Accuracy▼	Extra Data	Paper	Date↕	Code
1	Astroformer	99.12	Yes	Astroformer: More Data Might not be all you need...	2023-04-03	Code
2	NAT-M4	98.4	Yes	Neural Architecture Transfer	2020-05-12	Code
3	NAT-M3	98.2	Yes	Neural Architecture Transfer	2020-05-12	Code
4	MUXNet-m	98	No	MUXConv: Information Multiplexing in Convolution...	2020-03-31	Code
5	NAT-M2	97.9	Yes	Neural Architecture Transfer	2020-05-12	Code
6	NAT-M1	97.4	Yes	Neural Architecture Transfer	2020-05-12	Code
7	SRM-ResNet-56	95.05	No	SRM : A Style-based Recalibration Module for Con...	2019-03-26	Code
8	OnDev-LCT-8/3	87.65	No	OnDev-LCT: On-Device Lightweight Convolutional T...	2024-01-22	-
9	OnDev-LCT-4/3	87.03	No	OnDev-LCT: On-Device Lightweight Convolutional T...	2024-01-22	-
10	OnDev-LCT-8/1	86.64	No	OnDev-LCT: On-Device Lightweight Convolutional T...	2024-01-22	-
11	OnDev-LCT-4/1	86.61	No	OnDev-LCT: On-Device Lightweight Convolutional T...	2024-01-22	-
12	OnDev-LCT-2/1	86.27	No	OnDev-LCT: On-Device Lightweight Convolutional T...	2024-01-22	-
13	OnDev-LCT-2/3	86.04	No	OnDev-LCT: On-Device Lightweight Convolutional T...	2024-01-22	-
14	OnDev-LCT-1/3	85.73	No	OnDev-LCT: On-Device Lightweight Convolutional T...	2024-01-22	-
15	OnDev-LCT-1/1	84.55	No	OnDev-LCT: On-Device Lightweight Convolutional T...	2024-01-22	-

#1AstroformerSOTA
99.12
Top-1 Accuracy· Extra Data· 2023-04-03
Astroformer: More Data Might not be all you need for Classification Code
#2NAT-M4SOTA
98.4
Top-1 Accuracy· Extra Data· 2020-05-12
Neural Architecture Transfer Code
#3NAT-M3
98.2
Top-1 Accuracy· Extra Data· 2020-05-12
Neural Architecture Transfer Code
#4MUXNet-mSOTA
98
Top-1 Accuracy· 2020-03-31
MUXConv: Information Multiplexing in Convolutional Neural Networks Code
#5NAT-M2
97.9
Top-1 Accuracy· Extra Data· 2020-05-12
Neural Architecture Transfer Code
#6NAT-M1
97.4
Top-1 Accuracy· Extra Data· 2020-05-12
Neural Architecture Transfer Code
#7SRM-ResNet-56SOTA
95.05
Top-1 Accuracy· 2019-03-26
SRM : A Style-based Recalibration Module for Convolutional Neural Networks Code
#8OnDev-LCT-8/3
87.65
Top-1 Accuracy· 2024-01-22
OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning
#9OnDev-LCT-4/3
87.03
Top-1 Accuracy· 2024-01-22
OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning
#10OnDev-LCT-8/1
86.64
Top-1 Accuracy· 2024-01-22
OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning
#11OnDev-LCT-4/1
86.61
Top-1 Accuracy· 2024-01-22
OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning
#12OnDev-LCT-2/1
86.27
Top-1 Accuracy· 2024-01-22
OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning
#13OnDev-LCT-2/3
86.04
Top-1 Accuracy· 2024-01-22
OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning
#14OnDev-LCT-1/3
85.73
Top-1 Accuracy· 2024-01-22
OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning
#15OnDev-LCT-1/1
84.55
Top-1 Accuracy· 2024-01-22
OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning