Image Classification On Emnist Balanced

평가 지표

Accuracy

Trainable Parameters

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	Accuracy	Trainable Parameters	Paper Title	Repository
CNN(Spinal FC)	83.21	16050	SpinalNet: Deep Neural Network with Gradual Input
EMNIST-Tiny	91.20	400000	Efficient Global Neural Architecture Search
OnDev-LCT-4/1	89.39	514960	OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning	-
Convolutional PMM (Parametric Matrix Model)	85.95	349172	Parametric Matrix Models	-
HM2-BP	85.57	665647	Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks
SNNL-5	78.5	-	Improving k-Means Clustering Performance with Disentangled Internal Representations
CNN	79.61	21840	SpinalNet: Deep Neural Network with Gradual Input
TextCaps	90.46	-	Dynamic Routing Between Capsules
WaveMixLite-128/7	91.06	-	WaveMix: A Resource-efficient Neural Network for Image Analysis
Linear Classifier	50.93	-	EMNIST: an extension of MNIST to handwritten letters
VGG-5	91.04	3646000	SpinalNet: Deep Neural Network with Gradual Input
EMNIST-mobile	91.48	2250000	Efficient Global Neural Architecture Search
OnDev-LCT-1/1	89.52	216208	OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning	-
CNN(Spinal FC)	82.77	13820	SpinalNet: Deep Neural Network with Gradual Input
OnDev-LCT-2/1	89.18	315792	OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning	-
OptConv+Log+Perc	87.69	-	Efficient Neural Vision Systems Based on Convolutional Image Acquisition	-
VGG-5(Spinal FC)	91.05	3630000	SpinalNet: Deep Neural Network with Gradual Input
OnDev-LCT-8/1	89.55	913296	OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning	-
PMM (Parametric Matrix Model)	81.57	13792	Parametric Matrix Models	-
OPIUM Classifier	78.94	-	EMNIST: an extension of MNIST to handwritten letters

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