Image Classification on EMNIST-Balanced

Metric: Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	EMNIST-mobile	91.48	No	-	-	Code
2	EMNIST-Tiny	91.2	No	-	-	Code
3	WaveMixLite-128/7	91.06	No	WaveMix: A Resource-efficient Neural Network for...	2022-05-28	Code
4	VGG-5(Spinal FC)	91.05	No	SpinalNet: Deep Neural Network with Gradual Input	2020-07-07	Code
5	VGG-5	91.04	No	SpinalNet: Deep Neural Network with Gradual Input	2020-07-07	Code
6	TextCaps	90.46	No	Dynamic Routing Between Capsules	2017-10-26	Code
7	OnDev-LCT-8/1	89.55	No	OnDev-LCT: On-Device Lightweight Convolutional T...	2024-01-22	-
8	OnDev-LCT-1/1	89.52	No	OnDev-LCT: On-Device Lightweight Convolutional T...	2024-01-22	-
9	OnDev-LCT-4/1	89.39	No	OnDev-LCT: On-Device Lightweight Convolutional T...	2024-01-22	-
10	OnDev-LCT-2/1	89.18	No	OnDev-LCT: On-Device Lightweight Convolutional T...	2024-01-22	-
11	OptConv+Log+Perc	87.69	No	-	-	-
12	Convolutional PMM (Parametric Matrix Model)	85.95	No	Parametric Matrix Models	2024-01-22	-
13	HM2-BP	85.57	No	Hybrid Macro/Micro Level Backpropagation for Tra...	2018-05-21	Code
14	CNN(Spinal FC)	83.21	No	SpinalNet: Deep Neural Network with Gradual Input	2020-07-07	Code
15	CNN(Spinal FC)	82.77	No	SpinalNet: Deep Neural Network with Gradual Input	2020-07-07	Code
16	PMM (Parametric Matrix Model)	81.57	No	Parametric Matrix Models	2024-01-22	-
17	CNN	79.61	No	SpinalNet: Deep Neural Network with Gradual Input	2020-07-07	Code
18	OPIUM Classifier	78.94	No	EMNIST: an extension of MNIST to handwritten let...	2017-02-17	Code
19	SNNL-5	78.5	No	Improving k-Means Clustering Performance with Di...	2020-06-05	Code
20	Linear Classifier	50.93	No	EMNIST: an extension of MNIST to handwritten let...	2017-02-17	Code

#1EMNIST-mobile
91.48
Accuracy
No paperCode
#2EMNIST-Tiny
91.2
Accuracy
No paperCode
#3WaveMixLite-128/7SOTA
91.06
Accuracy· 2022-05-28
WaveMix: A Resource-efficient Neural Network for Image Analysis Code
#4VGG-5(Spinal FC)SOTA
91.05
Accuracy· 2020-07-07
SpinalNet: Deep Neural Network with Gradual Input Code
#5VGG-5
91.04
Accuracy· 2020-07-07
SpinalNet: Deep Neural Network with Gradual Input Code
#6TextCapsSOTA
90.46
Accuracy· 2017-10-26
Dynamic Routing Between Capsules Code
#7OnDev-LCT-8/1
89.55
Accuracy· 2024-01-22
OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning
#8OnDev-LCT-1/1
89.52
Accuracy· 2024-01-22
OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning
#9OnDev-LCT-4/1
89.39
Accuracy· 2024-01-22
OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning
#10OnDev-LCT-2/1
89.18
Accuracy· 2024-01-22
OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning
#11OptConv+Log+Perc
87.69
Accuracy
No paper
#12Convolutional PMM (Parametric Matrix Model)
85.95
Accuracy· 2024-01-22
Parametric Matrix Models
#13HM2-BP
85.57
Accuracy· 2018-05-21
Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks Code
#14CNN(Spinal FC)
83.21
Accuracy· 2020-07-07
SpinalNet: Deep Neural Network with Gradual Input Code
#15CNN(Spinal FC)
82.77
Accuracy· 2020-07-07
SpinalNet: Deep Neural Network with Gradual Input Code
#16PMM (Parametric Matrix Model)
81.57
Accuracy· 2024-01-22
Parametric Matrix Models
#17CNN
79.61
Accuracy· 2020-07-07
SpinalNet: Deep Neural Network with Gradual Input Code
#18OPIUM ClassifierSOTA
78.94
Accuracy· 2017-02-17
EMNIST: an extension of MNIST to handwritten letters Code
#19SNNL-5
78.5
Accuracy· 2020-06-05
Improving k-Means Clustering Performance with Disentangled Internal Representations Code
#20Linear Classifier
50.93
Accuracy· 2017-02-17
EMNIST: an extension of MNIST to handwritten letters Code