Image Classification on MNIST

Metric: Accuracy (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	Branching/Merging CNN + Homogeneous Vector Capsules	99.87	No	No Routing Needed Between Capsules	2020-01-24	Code
2	EnsNet (Ensemble learning in CNN augmented with fully connected subnetworks)	99.84	No	Ensemble learning in CNN augmented with fully co...	2020-03-19	Code
3	Efficient-CapsNet	99.84	No	Efficient-CapsNet: Capsule Network with Self-Att...	2021-01-29	Code
4	SOPCNN (Only a single Model)	99.83	No	Stochastic Optimization of Plain Convolutional N...	2020-01-24	Code
5	RMDL (30 RDLs)	99.82	No	RMDL: Random Multimodel Deep Learning for Classi...	2018-05-03	Code
6	R-ExplaiNet-22 (single model)	99.8	No	Learning local discrete features in explainable-...	2024-10-31	Code
7	DropConnect	99.77	No	-	-	Code
8	µ2Net (ViT-L/16)	99.75	No	An Evolutionary Approach to Dynamic Introduction...	2022-05-25	Code
9	VGG-5 (Spinal FC)	99.72	No	SpinalNet: Deep Neural Network with Gradual Input	2020-07-07	Code
10	TextCaps	99.71	No	TextCaps : Handwritten Character Recognition wit...	2019-04-17	Code
11	ExquisiteNetV2	99.71	No	A Novel lightweight Convolutional Neural Network...	2021-05-19	Code
12	MobileNet_XnODR	99.68	No	XnODR and XnIDR: Two Accurate and Fast Fully Con...	2021-11-21	Code
13	ResNet-9	99.68	No	CNN Filter DB: An Empirical Investigation of Tra...	2022-03-29	Code
14	Second Order Neural Ordinary Differential Equation	99.63	No	On Second Order Behaviour in Augmented Neural ODEs	2020-06-12	Code
15	Augmented Neural Ordinary Differential Equation	99.63	No	Augmented Neural ODEs	2019-04-02	Code
16	Neural Architecture Search (NAS)-enabled Convolutional Neural Network (CNN)	99.5	No	-	-	-
17	LR-Net	99.47	No	LR-Net: A Block-based Convolutional Neural Netwo...	2022-07-19	Code
18	SEER (RegNet10B)	99.42	No	Vision Models Are More Robust And Fair When Pret...	2022-02-16	Code
19	Convolutional Tsetlin Machine	99.4	No	The Convolutional Tsetlin Machine	2019-05-23	Code
20	CNN+ Wilson-Cowan model RNN	99.31	No	Learning in Wilson-Cowan model for metapopulation	2024-06-24	Code
21	FastSNN (CNN)	99.3	No	Robust and accelerated single-spike spiking neur...	2022-05-30	Code
22	IIC	99.3	No	Invariant Information Clustering for Unsupervise...	2018-07-17	Code
23	rKAN	99.293	No	rKAN: Rational Kolmogorov-Arnold Networks	2024-06-20	Code
24	CNN-5 Layer	99.27	No	Robust Training in High Dimensions via Block Coo...	2021-06-16	Code
25	fKAN	99.228	No	fKAN: Fractional Kolmogorov-Arnold Networks with...	2024-06-11	Code
26	StiDi-BP in R-CSNN	99.2	No	Spike time displacement based error backpropagat...	2021-08-31	-
27	Convolutional PMM (Parametric Matrix Model)	98.99	No	Parametric Matrix Models	2024-01-22	-
28	CNN Model by Som	98.59	No	Convolutional Sequence to Sequence Learning	2017-05-08	Code
29	Weighted Tsetlin Machine	98.5	No	The Weighted Tsetlin Machine: Compressed Represe...	2019-11-28	Code
30	ACOL + GAR + k-means	98.32	No	Learning Latent Representations in Neural Networ...	2018-02-08	-
31	Perceptron with a tensor train layer	98.2	No	Tensorizing Neural Networks	2015-09-22	Code
32	ANODE	98.2	No	Augmented Neural ODEs	2019-04-02	Code
33	Tsetlin Machine	98.2	No	The Tsetlin Machine - A Game Theoretic Bandit Dr...	2018-04-04	Code
34	Vanilla FC layer only	98.19	No	ProgressiveSpinalNet architecture for FC layers	2021-03-21	Code
35	Wilson-Cowan model RNN	98.13	No	Learning in Wilson-Cowan model for metapopulation	2024-06-24	Code
36	Hypervector Tsetlin Machine	98.13	No	Exploring Effects of Hyperdimensional Vectors fo...	2024-06-04	-
37	GECCO	98.04	No	A Single Graph Convolution Is All You Need: Effi...	2024-02-01	Code
38	ViT-Mini_D9	98.03	No	-	-	-
39	FastSNN (MLP)	97.91	No	Robust and accelerated single-spike spiking neur...	2022-05-30	Code
40	TURTLE (CLIP + DINOv2)	97.8	No	Let Go of Your Labels with Unsupervised Transfer	2024-06-11	Code
41	PMM (Parametric Matrix Model)	97.38	No	Parametric Matrix Models	2024-01-22	-
42	DTI-Clustering	97.3	No	Deep Transformation-Invariant Clustering	2020-06-19	Code
43	DNN-5 (Trainable Activations)	97.2	No	-	-	Code
44	DNN-3 (Trainable Activations)	97	No	-	-	Code
45	VMM	96.74	No	The VampPrior Mixture Model	2024-02-06	Code
46	Bidirectional InfoGAN	96.61	No	Inferencing Based on Unsupervised Learning of Di...	2018-03-07	Code
47	DNN-2 (Trainable Activations)	96.4	No	-	-	Code
48	Binarized MLP with on-chip spiking backpropagation (on Loihi)	96.2	No	The Backpropagation Algorithm Implemented on Spi...	2021-06-13	Code
49	Adversarial AE	95.9	No	Adversarial Autoencoders	2015-11-18	Code
50	CatGAN	95.73	No	Unsupervised and Semi-supervised Learning with C...	2015-11-19	Code
51	SNNL-5	95.5	No	Improving k-Means Clustering Performance with Di...	2020-06-05	Code
52	ProjectionNet	95	No	ProjectionNet: Learning Efficient On-Device Deep...	2017-08-02	-
53	InfoGAN	95	No	InfoGAN: Interpretable Representation Learning b...	2016-06-12	Code
54	PixelGAN Autoencoders	94.73	No	PixelGAN Autoencoders	2017-06-02	Code
55	pFedBreD_ns_mg	92.47	No	Personalized Federated Learning with Hidden Info...	2022-11-19	-

#1Branching/Merging CNN + Homogeneous Vector CapsulesSOTA
99.87
Accuracy· 2020-01-24
No Routing Needed Between Capsules Code
#2EnsNet (Ensemble learning in CNN augmented with fully connected subnetworks)
99.84
Accuracy· 2020-03-19
Ensemble learning in CNN augmented with fully connected subnetworks Code
#3Efficient-CapsNet
99.84
Accuracy· 2021-01-29
Efficient-CapsNet: Capsule Network with Self-Attention Routing Code
#4SOPCNN (Only a single Model)
99.83
Accuracy· 2020-01-24
Stochastic Optimization of Plain Convolutional Neural Networks with Simple methods Code
#5RMDL (30 RDLs)SOTA
99.82
Accuracy· 2018-05-03
RMDL: Random Multimodel Deep Learning for Classification Code
#6R-ExplaiNet-22 (single model)
99.8
Accuracy· 2024-10-31
Learning local discrete features in explainable-by-design convolutional neural networks Code
#7DropConnect
99.77
Accuracy
No paperCode
#8µ2Net (ViT-L/16)
99.75
Accuracy· 2022-05-25
An Evolutionary Approach to Dynamic Introduction of Tasks in Large-scale Multitask Learning Systems Code
#9VGG-5 (Spinal FC)
99.72
Accuracy· 2020-07-07
SpinalNet: Deep Neural Network with Gradual Input Code
#10TextCaps
99.71
Accuracy· 2019-04-17
TextCaps : Handwritten Character Recognition with Very Small Datasets Code
#11ExquisiteNetV2
99.71
Accuracy· 2021-05-19
A Novel lightweight Convolutional Neural Network, ExquisiteNetV2 Code
#12MobileNet_XnODR
99.68
Accuracy· 2021-11-21
XnODR and XnIDR: Two Accurate and Fast Fully Connected Layers For Convolutional Neural Networks Code
#13ResNet-9
99.68
Accuracy· 2022-03-29
CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters Code
#14Second Order Neural Ordinary Differential Equation
99.63
Accuracy· 2020-06-12
On Second Order Behaviour in Augmented Neural ODEs Code
#15Augmented Neural Ordinary Differential Equation
99.63
Accuracy· 2019-04-02
Augmented Neural ODEs Code
#16Neural Architecture Search (NAS)-enabled Convolutional Neural Network (CNN)
99.5
Accuracy
No paper
#17LR-Net
99.47
Accuracy· 2022-07-19
LR-Net: A Block-based Convolutional Neural Network for Low-Resolution Image Classification Code
#18SEER (RegNet10B)
99.42
Accuracy· 2022-02-16
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision Code
#19Convolutional Tsetlin Machine
99.4
Accuracy· 2019-05-23
The Convolutional Tsetlin Machine Code
#20CNN+ Wilson-Cowan model RNN
99.31
Accuracy· 2024-06-24
Learning in Wilson-Cowan model for metapopulation Code
#21FastSNN (CNN)
99.3
Accuracy· 2022-05-30
Robust and accelerated single-spike spiking neural network training with applicability to challenging temporal tasks Code
#22IIC
99.3
Accuracy· 2018-07-17
Invariant Information Clustering for Unsupervised Image Classification and Segmentation Code
#23rKAN
99.293
Accuracy· 2024-06-20
rKAN: Rational Kolmogorov-Arnold Networks Code
#24CNN-5 Layer
99.27
Accuracy· 2021-06-16
Robust Training in High Dimensions via Block Coordinate Geometric Median Descent Code
#25fKAN
99.228
Accuracy· 2024-06-11
fKAN: Fractional Kolmogorov-Arnold Networks with trainable Jacobi basis functions Code
#26StiDi-BP in R-CSNN
99.2
Accuracy· 2021-08-31
Spike time displacement based error backpropagation in convolutional spiking neural networks
#27Convolutional PMM (Parametric Matrix Model)
98.99
Accuracy· 2024-01-22
Parametric Matrix Models
#28CNN Model by SomSOTA
98.59
Accuracy· 2017-05-08
Convolutional Sequence to Sequence Learning Code
#29Weighted Tsetlin Machine
98.5
Accuracy· 2019-11-28
The Weighted Tsetlin Machine: Compressed Representations with Weighted Clauses Code
#30ACOL + GAR + k-means
98.32
Accuracy· 2018-02-08
Learning Latent Representations in Neural Networks for Clustering through Pseudo Supervision and Graph-based Activity Regularization
#31Perceptron with a tensor train layerSOTA
98.2
Accuracy· 2015-09-22
Tensorizing Neural Networks Code
#32ANODE
98.2
Accuracy· 2019-04-02
Augmented Neural ODEs Code
#33Tsetlin Machine
98.2
Accuracy· 2018-04-04
The Tsetlin Machine - A Game Theoretic Bandit Driven Approach to Optimal Pattern Recognition with Propositional Logic Code
#34Vanilla FC layer only
98.19
Accuracy· 2021-03-21
ProgressiveSpinalNet architecture for FC layers Code
#35Wilson-Cowan model RNN
98.13
Accuracy· 2024-06-24
Learning in Wilson-Cowan model for metapopulation Code
#36Hypervector Tsetlin Machine
98.13
Accuracy· 2024-06-04
Exploring Effects of Hyperdimensional Vectors for Tsetlin Machines
#37GECCO
98.04
Accuracy· 2024-02-01
A Single Graph Convolution Is All You Need: Efficient Grayscale Image Classification Code
#38ViT-Mini_D9
98.03
Accuracy
No paper
#39FastSNN (MLP)
97.91
Accuracy· 2022-05-30
Robust and accelerated single-spike spiking neural network training with applicability to challenging temporal tasks Code
#40TURTLE (CLIP + DINOv2)
97.8
Accuracy· 2024-06-11
Let Go of Your Labels with Unsupervised Transfer Code
#41PMM (Parametric Matrix Model)
97.38
Accuracy· 2024-01-22
Parametric Matrix Models
#42DTI-Clustering
97.3
Accuracy· 2020-06-19
Deep Transformation-Invariant Clustering Code
#43DNN-5 (Trainable Activations)
97.2
Accuracy
No paperCode
#44DNN-3 (Trainable Activations)
97
Accuracy
No paperCode
#45VMM
96.74
Accuracy· 2024-02-06
The VampPrior Mixture Model Code
#46Bidirectional InfoGAN
96.61
Accuracy· 2018-03-07
Inferencing Based on Unsupervised Learning of Disentangled Representations Code
#47DNN-2 (Trainable Activations)
96.4
Accuracy
No paperCode
#48Binarized MLP with on-chip spiking backpropagation (on Loihi)
96.2
Accuracy· 2021-06-13
The Backpropagation Algorithm Implemented on Spiking Neuromorphic Hardware Code
#49Adversarial AE
95.9
Accuracy· 2015-11-18
Adversarial Autoencoders Code
#50CatGAN
95.73
Accuracy· 2015-11-19
Unsupervised and Semi-supervised Learning with Categorical Generative Adversarial Networks Code
#51SNNL-5
95.5
Accuracy· 2020-06-05
Improving k-Means Clustering Performance with Disentangled Internal Representations Code
#52ProjectionNet
95
Accuracy· 2017-08-02
ProjectionNet: Learning Efficient On-Device Deep Networks Using Neural Projections
#53InfoGAN
95
Accuracy· 2016-06-12
InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets Code
#54PixelGAN Autoencoders
94.73
Accuracy· 2017-06-02
PixelGAN Autoencoders Code
#55pFedBreD_ns_mg
92.47
Accuracy· 2022-11-19
Personalized Federated Learning with Hidden Information on Personalized Prior