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SotA/Computer Vision/Image Classification/Fashion-MNIST

Image Classification on Fashion-MNIST

Metric: Percentage error (lower is better)

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#Model↕Percentage error▲Extra DataPaperDate↕Code
1PreAct-ResNet18 + FMix3.64NoFMix: Enhancing Mixed Sample Data Augmentation2020-02-27Code
2Random Erasing3.65NoRandom Erasing Data Augmentation2017-08-16Code
3E2E-3M4.08NoRethinking Recurrent Neural Networks and Other I...2020-07-30Code
4VGG8B(2x) + LocalLearning + CO4.14NoTraining Neural Networks with Local Error Signals2019-01-20Code
5Inception v35.56NoCNN Filter DB: An Empirical Investigation of Tra...2022-03-29Code
6WaveMixLite5.68NoWaveMix: A Resource-efficient Neural Network for...2022-05-28Code
7Local Mixup DenseNet5.97NoPreventing Manifold Intrusion with Locality: Loc...2022-01-12Code
8TextCaps6.29NoTextCaps : Handwritten Character Recognition wit...2019-04-17Code
9R-ExplaiNet-266.55NoLearning local discrete features in explainable-...2024-10-31Code
10ResNet-18 + Vision Eagle Attention6.7NoVision Eagle Attention: a new lens for advancing...2024-11-15Code
11StiDi-BP in R-CSNN7.2NoSpike time displacement based error backpropagat...2021-08-31-
12NeuPDE7.6NoNeuPDE: Neural Network Based Ordinary and Partia...2019-08-08-
13Star Algorithm on LeNet7.7NoStar algorithm for NN ensembling2022-06-01Code
14ResNet-187.72NoVision Eagle Attention: a new lens for advancing...2024-11-15Code
15SpeedyLiteVision Network8.4No---
16CTM-8000 (Convolutional Tsetlin Machine)8.5NoThe Convolutional Tsetlin Machine2019-05-23Code
17Convolutional PMM (Parametric Matrix Model)9.11NoParametric Matrix Models2024-01-22-
18DENSER9.6NoTowards Physical Plausibility in Neuroevolution ...2024-01-31Code
19OTTT9.6NoOnline Training Through Time for Spiking Neural ...2022-10-09Code
20ENERGIZE9.8NoTowards Physical Plausibility in Neuroevolution ...2024-01-31Code
21PMM (Parametric Matrix Model)11.42NoParametric Matrix Models2024-01-22-
22CTM-250 (Convolutional Tsetlin Machine)11.75NoThe Convolutional Tsetlin Machine2019-05-23Code
23GECCO11.91NoA Single Graph Convolution Is All You Need: Effi...2024-02-01Code