Image Classification on EMNIST-Balanced

Metric: Trainable Parameters (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Trainable Parameters▼	Extra Data	Paper	Date↕	Code
1	VGG-5	3646000	No	SpinalNet: Deep Neural Network with Gradual Input	2020-07-07	Code
2	VGG-5(Spinal FC)	3630000	No	SpinalNet: Deep Neural Network with Gradual Input	2020-07-07	Code
3	EMNIST-mobile	2250000	No	-	-	Code
4	OnDev-LCT-8/1	913296	No	OnDev-LCT: On-Device Lightweight Convolutional T...	2024-01-22	-
5	HM2-BP	665647	No	Hybrid Macro/Micro Level Backpropagation for Tra...	2018-05-21	Code
6	OnDev-LCT-4/1	514960	No	OnDev-LCT: On-Device Lightweight Convolutional T...	2024-01-22	-
7	EMNIST-Tiny	400000	No	-	-	Code
8	Convolutional PMM (Parametric Matrix Model)	349172	No	Parametric Matrix Models	2024-01-22	-
9	OnDev-LCT-2/1	315792	No	OnDev-LCT: On-Device Lightweight Convolutional T...	2024-01-22	-
10	OnDev-LCT-1/1	216208	No	OnDev-LCT: On-Device Lightweight Convolutional T...	2024-01-22	-
11	CNN	21840	No	SpinalNet: Deep Neural Network with Gradual Input	2020-07-07	Code
12	CNN(Spinal FC)	16050	No	SpinalNet: Deep Neural Network with Gradual Input	2020-07-07	Code
13	CNN(Spinal FC)	13820	No	SpinalNet: Deep Neural Network with Gradual Input	2020-07-07	Code
14	PMM (Parametric Matrix Model)	13792	No	Parametric Matrix Models	2024-01-22	-

#1VGG-5SOTA
3646000
Trainable Parameters· 2020-07-07
SpinalNet: Deep Neural Network with Gradual Input Code
#2VGG-5(Spinal FC)
3630000
Trainable Parameters· 2020-07-07
SpinalNet: Deep Neural Network with Gradual Input Code
#3EMNIST-mobile
2250000
Trainable Parameters
No paperCode
#4OnDev-LCT-8/1
913296
Trainable Parameters· 2024-01-22
OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning
#5HM2-BPSOTA
665647
Trainable Parameters· 2018-05-21
Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks Code
#6OnDev-LCT-4/1
514960
Trainable Parameters· 2024-01-22
OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning
#7EMNIST-Tiny
400000
Trainable Parameters
No paperCode
#8Convolutional PMM (Parametric Matrix Model)
349172
Trainable Parameters· 2024-01-22
Parametric Matrix Models
#9OnDev-LCT-2/1
315792
Trainable Parameters· 2024-01-22
OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning
#10OnDev-LCT-1/1
216208
Trainable Parameters· 2024-01-22
OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning
#11CNN
21840
Trainable Parameters· 2020-07-07
SpinalNet: Deep Neural Network with Gradual Input Code
#12CNN(Spinal FC)
16050
Trainable Parameters· 2020-07-07
SpinalNet: Deep Neural Network with Gradual Input Code
#13CNN(Spinal FC)
13820
Trainable Parameters· 2020-07-07
SpinalNet: Deep Neural Network with Gradual Input Code
#14PMM (Parametric Matrix Model)
13792
Trainable Parameters· 2024-01-22
Parametric Matrix Models