Image Classification on Fashion-MNIST

Metric: Percentage error (lower is better)

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#	Model↕	Percentage error▲	Extra Data	Paper	Date↕	Code
1	PreAct-ResNet18 + FMix	3.64	No	FMix: Enhancing Mixed Sample Data Augmentation	2020-02-27	Code
2	Random Erasing	3.65	No	Random Erasing Data Augmentation	2017-08-16	Code
3	E2E-3M	4.08	No	Rethinking Recurrent Neural Networks and Other I...	2020-07-30	Code
4	VGG8B(2x) + LocalLearning + CO	4.14	No	Training Neural Networks with Local Error Signals	2019-01-20	Code
5	Inception v3	5.56	No	CNN Filter DB: An Empirical Investigation of Tra...	2022-03-29	Code
6	WaveMixLite	5.68	No	WaveMix: A Resource-efficient Neural Network for...	2022-05-28	Code
7	Local Mixup DenseNet	5.97	No	Preventing Manifold Intrusion with Locality: Loc...	2022-01-12	Code
8	TextCaps	6.29	No	TextCaps : Handwritten Character Recognition wit...	2019-04-17	Code
9	R-ExplaiNet-26	6.55	No	Learning local discrete features in explainable-...	2024-10-31	Code
10	ResNet-18 + Vision Eagle Attention	6.7	No	Vision Eagle Attention: a new lens for advancing...	2024-11-15	Code
11	StiDi-BP in R-CSNN	7.2	No	Spike time displacement based error backpropagat...	2021-08-31	-
12	NeuPDE	7.6	No	NeuPDE: Neural Network Based Ordinary and Partia...	2019-08-08	-
13	Star Algorithm on LeNet	7.7	No	Star algorithm for NN ensembling	2022-06-01	Code
14	ResNet-18	7.72	No	Vision Eagle Attention: a new lens for advancing...	2024-11-15	Code
15	SpeedyLiteVision Network	8.4	No	-	-	-
16	CTM-8000 (Convolutional Tsetlin Machine)	8.5	No	The Convolutional Tsetlin Machine	2019-05-23	Code
17	Convolutional PMM (Parametric Matrix Model)	9.11	No	Parametric Matrix Models	2024-01-22	-
18	DENSER	9.6	No	Towards Physical Plausibility in Neuroevolution ...	2024-01-31	Code
19	OTTT	9.6	No	Online Training Through Time for Spiking Neural ...	2022-10-09	Code
20	ENERGIZE	9.8	No	Towards Physical Plausibility in Neuroevolution ...	2024-01-31	Code
21	PMM (Parametric Matrix Model)	11.42	No	Parametric Matrix Models	2024-01-22	-
22	CTM-250 (Convolutional Tsetlin Machine)	11.75	No	The Convolutional Tsetlin Machine	2019-05-23	Code
23	GECCO	11.91	No	A Single Graph Convolution Is All You Need: Effi...	2024-02-01	Code

#1PreAct-ResNet18 + FMixSOTA
3.64
Percentage error· 2020-02-27
FMix: Enhancing Mixed Sample Data Augmentation Code
#2Random ErasingSOTA
3.65
Percentage error· 2017-08-16
Random Erasing Data Augmentation Code
#3E2E-3M
4.08
Percentage error· 2020-07-30
Rethinking Recurrent Neural Networks and Other Improvements for Image Classification Code
#4VGG8B(2x) + LocalLearning + CO
4.14
Percentage error· 2019-01-20
Training Neural Networks with Local Error Signals Code
#5Inception v3
5.56
Percentage error· 2022-03-29
CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters Code
#6WaveMixLite
5.68
Percentage error· 2022-05-28
WaveMix: A Resource-efficient Neural Network for Image Analysis Code
#7Local Mixup DenseNet
5.97
Percentage error· 2022-01-12
Preventing Manifold Intrusion with Locality: Local Mixup Code
#8TextCaps
6.29
Percentage error· 2019-04-17
TextCaps : Handwritten Character Recognition with Very Small Datasets Code
#9R-ExplaiNet-26
6.55
Percentage error· 2024-10-31
Learning local discrete features in explainable-by-design convolutional neural networks Code
#10ResNet-18 + Vision Eagle Attention
6.7
Percentage error· 2024-11-15
Vision Eagle Attention: a new lens for advancing image classification Code
#11StiDi-BP in R-CSNN
7.2
Percentage error· 2021-08-31
Spike time displacement based error backpropagation in convolutional spiking neural networks
#12NeuPDE
7.6
Percentage error· 2019-08-08
NeuPDE: Neural Network Based Ordinary and Partial Differential Equations for Modeling Time-Dependent Data
#13Star Algorithm on LeNet
7.7
Percentage error· 2022-06-01
Star algorithm for NN ensembling Code
#14ResNet-18
7.72
Percentage error· 2024-11-15
Vision Eagle Attention: a new lens for advancing image classification Code
#15SpeedyLiteVision Network
8.4
Percentage error
No paper
#16CTM-8000 (Convolutional Tsetlin Machine)
8.5
Percentage error· 2019-05-23
The Convolutional Tsetlin Machine Code
#17Convolutional PMM (Parametric Matrix Model)
9.11
Percentage error· 2024-01-22
Parametric Matrix Models
#18DENSER
9.6
Percentage error· 2024-01-31
Towards Physical Plausibility in Neuroevolution Systems Code
#19OTTT
9.6
Percentage error· 2022-10-09
Online Training Through Time for Spiking Neural Networks Code
#20ENERGIZE
9.8
Percentage error· 2024-01-31
Towards Physical Plausibility in Neuroevolution Systems Code
#21PMM (Parametric Matrix Model)
11.42
Percentage error· 2024-01-22
Parametric Matrix Models
#22CTM-250 (Convolutional Tsetlin Machine)
11.75
Percentage error· 2019-05-23
The Convolutional Tsetlin Machine Code
#23GECCO
11.91
Percentage error· 2024-02-01
A Single Graph Convolution Is All You Need: Efficient Grayscale Image Classification Code