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ResearchFormerly WizWand

Time Series Classification on PENDIGITS (test) using Accuracy

97AccuracyMLSTMFCN
2.339226.914651.4976.0654Jun 19, 2019Aug 2, 2020Sep 16, 2021Nov 1, 2022Dec 16, 2023Jan 29, 2025Mar 16, 2026
Updated 7mo ago

Evaluation results

MethodLinks
MLSTMFCN2019.0697
MLSTMFCN2020.0697
FCN128Backbone=FCN, Filter size=1282020.0696.7
RESNETBackbone=ResNet2020.0696.3
FCN64-LS2T64Backbone=FCN, Backbone Filter size=64, Rank=642020.0696.3
FCN128-LS2T64Backbone=FCN, Backbone Filter size=128, Rank=642020.0696.2
Baseline end-to-endm (number of modalities)=1, dm (number of variates)=2, Tm (sequence length)=8, C (number of classes)=10, Train size=7494, Test size=34982026.0396.2
Baseline stagedm (number of modalities)=1, dm (number of variates)=2, Tm (sequence length)=8, C (number of classes)=10, Train size=7494, Test size=34982026.0395.7
LLM NASm (number of modalities)=1, dm (number of variates)=2, Tm (sequence length)=8, C (number of classes)=10, Train size=7494, Test size=3498, NAS search budget (cycles)=102026.0395.7
LS2T64Rank=642020.0695.6
GP-SIG2019.0695.5
GP-LSTM2019.0695.3
ARKernel2019.0695.2
ARKERNEL2020.0695.2
GP-GRU2019.0695.1
GP-KCONV1D2019.0694.6
GRSF2019.0693.2
gRSF2020.0693.2
GP-SIG-LSTM2019.0692.8
DTW2019.0692.7
DTW2020.0692.7
mVARF2019.0692.3
mvARF2020.0692.3
SMTS2019.0691.7
SMTS2020.0691.7
MUSE2019.0691.2
MUSE2020.0691.2
LPS2019.0690.8
LPS2020.0690.8
GP-SIG-GRU2019.0690.2
Previous workm (number of modalities)=1, dm (number of variates)=2, Tm (sequence length)=8, C (number of classes)=10, Train size=7494, Test size=34982026.0387.5
MCLModel=Linear, Trials=10, Presence of unlabeled samples=false, #n=10092, #f=16, #c=102020.0184.32
FwdModel=Linear, Trials=10, Presence of unlabeled samples=false, #n=10092, #f=16, #c=102020.0177.91
PCModel=Linear, Trials=10, Presence of unlabeled samples=false, #n=10092, #f=16, #c=102020.0162.98
MCULModel=Linear, Trials=10, Presence of unlabeled samples=true, #n=10092, #f=16, #c=102020.0128.03
GAModel=Linear, Trials=10, Presence of unlabeled samples=false, #n=10092, #f=16, #c=102020.0115.01
MCLModel=Linear, Trials=10, Presence of unlabeled samples=true, #n=10092, #f=16, #c=102020.0111.44
GAModel=Linear, Trials=10, Presence of unlabeled samples=true, #n=10092, #f=16, #c=102020.0111.05
FwdModel=Linear, Trials=10, Presence of unlabeled samples=true, #n=10092, #f=16, #c=102020.018.09
PCModel=Linear, Trials=10, Presence of unlabeled samples=true, #n=10092, #f=16, #c=102020.015.98