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Computer Vision
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Image Classification
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Fashion-MNIST
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
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-
-
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