Image Classification on MNIST

Metric: Trainable Parameters (higher is better)

LeaderboardDataset

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#	Model↕	Trainable Parameters▼	Extra Data	Paper	Date↕	Code
1	Neural Architecture Search (NAS)-enabled Convolutional Neural Network (CNN)	1882602	No	-	-	-
2	Branching/Merging CNN + Homogeneous Vector Capsules	1514187	No	No Routing Needed Between Capsules	2020-01-24	Code
3	SOPCNN (Only a single Model)	1400000	No	Stochastic Optimization of Plain Convolutional N...	2020-01-24	Code
4	ViT-Mini_D9	1208586	No	-	-	-
5	R-ExplaiNet-22 (single model)	743882	No	Learning local discrete features in explainable-...	2024-10-31	Code
6	DNN-5 (Trainable Activations)	575051	No	-	-	Code
7	ExquisiteNetV2	518230	No	A Novel lightweight Convolutional Neural Network...	2021-05-19	Code
8	TAAF-CNN	421642	No	-	-	Code
9	DNN-3 (Trainable Activations)	386719	No	-	-	Code
10	DNN-2 (Trainable Activations)	311651	No	-	-	Code
11	Efficient-CapsNet	161824	No	Efficient-CapsNet: Capsule Network with Self-Att...	2021-01-29	Code
12	Convolutional PMM (Parametric Matrix Model)	129416	No	Parametric Matrix Models	2024-01-22	-
13	PMM (Parametric Matrix Model)	4990	No	Parametric Matrix Models	2024-01-22	-

#1Neural Architecture Search (NAS)-enabled Convolutional Neural Network (CNN)
1882602
Trainable Parameters
No paper
#2Branching/Merging CNN + Homogeneous Vector CapsulesSOTA
1514187
Trainable Parameters· 2020-01-24
No Routing Needed Between Capsules Code
#3SOPCNN (Only a single Model)
1400000
Trainable Parameters· 2020-01-24
Stochastic Optimization of Plain Convolutional Neural Networks with Simple methods Code
#4ViT-Mini_D9
1208586
Trainable Parameters
No paper
#5R-ExplaiNet-22 (single model)
743882
Trainable Parameters· 2024-10-31
Learning local discrete features in explainable-by-design convolutional neural networks Code
#6DNN-5 (Trainable Activations)
575051
Trainable Parameters
No paperCode
#7ExquisiteNetV2
518230
Trainable Parameters· 2021-05-19
A Novel lightweight Convolutional Neural Network, ExquisiteNetV2 Code
#8TAAF-CNN
421642
Trainable Parameters
No paperCode
#9DNN-3 (Trainable Activations)
386719
Trainable Parameters
No paperCode
#10DNN-2 (Trainable Activations)
311651
Trainable Parameters
No paperCode
#11Efficient-CapsNet
161824
Trainable Parameters· 2021-01-29
Efficient-CapsNet: Capsule Network with Self-Attention Routing Code
#12Convolutional PMM (Parametric Matrix Model)
129416
Trainable Parameters· 2024-01-22
Parametric Matrix Models
#13PMM (Parametric Matrix Model)
4990
Trainable Parameters· 2024-01-22
Parametric Matrix Models