Papers with Code · CC BY-SA 4.0

MNIST

아카이브 평가 81건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
DNN-2 (Trainable Activations)	Percentage error 3.6 Accuracy 96.4 Trainable Parameters 311651	Trainable Activations for Image Classification 2023-01-26	코드 1
Zhao et al. (2015) (auto-encoder)	Percentage error 4.76	Stacked What-Where Auto-encoders 2015-06-08	코드 1 · 코드 2
ProjectionNet	Percentage error 5.0 Accuracy 95.0	ProjectionNet: Learning Efficient On-Device Deep Networks Using Neural Projections 2017-08-02	연결 없음
µ2Net (ViT-L/16)	Accuracy 99.75	An Evolutionary Approach to Dynamic Introduction of Tasks in Large-scale Multitask Learning Systems 2022-05-25	코드 1
MobileNet_XnODR	Accuracy 99.68	XnODR and XnIDR: Two Accurate and Fast Fully Connected Layers For Convolutional Neural Networks 2021-11-21	코드 1
ResNet-9	Accuracy 99.68	CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters 2022-03-29	코드 1
LR-Net	Accuracy 99.47	LR-Net: A Block-based Convolutional Neural Network for Low-Resolution Image Classification 2022-07-19	코드 1
CNN+ Wilson-Cowan model RNN	Accuracy 99.31	Learning in Wilson-Cowan model for metapopulation 2024-06-24	코드 1
FastSNN (CNN)	Accuracy 99.3	Robust and accelerated single-spike spiking neural network training with applicability to challenging temporal tasks 2022-05-30	코드 1
rKAN	Accuracy 99.293	rKAN: Rational Kolmogorov-Arnold Networks 2024-06-20	코드 1
CNN-5 Layer	Accuracy 99.27	Robust Training in High Dimensions via Block Coordinate Geometric Median Descent 2021-06-16	코드 1 · 코드 2
fKAN	Accuracy 99.228	fKAN: Fractional Kolmogorov-Arnold Networks with trainable Jacobi basis functions 2024-06-11	코드 1
StiDi-BP in R-CSNN	Accuracy 99.2	Spike time displacement based error backpropagation in convolutional spiking neural networks 2021-08-31	연결 없음
Wilson-Cowan model RNN	Accuracy 98.13	Learning in Wilson-Cowan model for metapopulation 2024-06-24	코드 1
Hypervector Tsetlin Machine	Accuracy 98.13	Exploring Effects of Hyperdimensional Vectors for Tsetlin Machines 2024-06-04	연결 없음
ViT-Mini_D9	Accuracy 98.03 Trainable Parameters 1208586	연결 없음 논문 날짜 미기재	연결 없음
FastSNN (MLP)	Accuracy 97.91	Robust and accelerated single-spike spiking neural network training with applicability to challenging temporal tasks 2022-05-30	코드 1
Binarized MLP with on-chip spiking backpropagation (on Loihi)	Accuracy 96.2	The Backpropagation Algorithm Implemented on Spiking Neuromorphic Hardware 2021-06-13	코드 1
SNNL-5	Accuracy 95.5	Improving k-Means Clustering Performance with Disentangled Internal Representations 2020-06-05	코드 1
pFedBreD_ns_mg	Accuracy 92.47	Personalized Federated Learning with Hidden Information on Personalized Prior 2022-11-19	연결 없음
DGMMC-S	Top 1 Accuracy 70	Performance of Gaussian Mixture Model Classifiers on Embedded Feature Spaces 2024-10-17	코드 1