Image Classification on Fashion-MNIST

Metric: Trainable Parameters (higher is better)

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#	Model↕	Trainable Parameters▼	Extra Data	Paper	Date↕	Code
1	R-ExplaiNet-26	892362	No	Learning local discrete features in explainable-...	2024-10-31	Code
2	CTM-8000 (Convolutional Tsetlin Machine)	527250	No	The Convolutional Tsetlin Machine	2019-05-23	Code
3	Convolutional PMM (Parametric Matrix Model)	278280	No	Parametric Matrix Models	2024-01-22	-
4	SpeedyLiteVision Network	35978	No	-	-	-
5	CTM-250 (Convolutional Tsetlin Machine)	31750	No	The Convolutional Tsetlin Machine	2019-05-23	Code
6	PMM (Parametric Matrix Model)	16744	No	Parametric Matrix Models	2024-01-22	-
7	Continued fraction of straight lines	7870	No	Real-valued continued fraction of straight lines	2024-12-16	Code

#1R-ExplaiNet-26SOTA
892362
Trainable Parameters· 2024-10-31
Learning local discrete features in explainable-by-design convolutional neural networks Code
#2CTM-8000 (Convolutional Tsetlin Machine)SOTA
527250
Trainable Parameters· 2019-05-23
The Convolutional Tsetlin Machine Code
#3Convolutional PMM (Parametric Matrix Model)
278280
Trainable Parameters· 2024-01-22
Parametric Matrix Models
#4SpeedyLiteVision Network
35978
Trainable Parameters
No paper
#5CTM-250 (Convolutional Tsetlin Machine)
31750
Trainable Parameters· 2019-05-23
The Convolutional Tsetlin Machine Code
#6PMM (Parametric Matrix Model)
16744
Trainable Parameters· 2024-01-22
Parametric Matrix Models
#7Continued fraction of straight lines
7870
Trainable Parameters· 2024-12-16
Real-valued continued fraction of straight lines Code