# Time-Series Classification Based on Fusion Features of Sequence and Visualization
## 4 Experiment
### Sub-Model Evaluation
\begin{table}
\begin{tabular}{l c c c c c} \hline \hline  & **TSC-FF** & **LSTM-A** & **LSTM** & **CNN-A** & **CNN** \\ \hline HaPowDem & **0.9633** & 0.9514 & 0.9568 & **0.9536** & 0.4989 \\ LarKitApp & **0.8723** & 0.8249 & 0.8398 & **0.8567** & 0.8205 \\ Lightning2 & 0.8155 & **0.8126** & 0.7955 & **0.8175** & 0.7246 \\ Lightning7 & **0.8115** & **0.8077** & 0.7231 & **0.7923** & 0.7769 \\ Mallat & **0.9542** & **0.9095** & 0.8313 & **0.8948** & 0.8564 \\ Meat & 0.9333 & 0.9148 & 0.9148 & **0.9407** & 0.8519 \\ MedicalImages & **0.7578** & 0.7442 & 0.7456 & **0.6988** & 0.5146 \\ MidPhaOutCor & 0.7663 & **0.7778** & 0.5556 & 0.7203 & 0.5556 \\ MidPhaOutAgeGro & **0.7000** & **0.5942** & 0.5000 & 0.5217 & 0.5725 \\ MidPhalaxTW & **0.5745** & **0.5652** & 0.4725 & **0.5072** & 0.4812 \\ MixShaRegTra & 0.9690 & **0.9711** & 0.9691 & **0.8613** & 0.8566 \\ MixShaSmTra & **0.9386** & **0.9185** & 0.8818 & **0.9209** & 0.9177 \\ NoteStrain & **0.8943** & **0.8757** & 0.3357 & **0.8535** & 0.5444 \\ NonInvFatECGTho1 & 0.8818 & **0.9143** & 0.7766 & **0.8415** & 0.7538 \\ NonInvFatECGTho2 & **0.9424** & **0.9394** & 0.8305 & **0.9100** & 0.8236 \\ OliveOli & 0.8667 & **0.8852** & 0.8704 & **0.8407** & 0.7704 \\ OSULeaf & 0.9699 & **0.8747** & 0.8346 & **0.9712** & 0.8502 \\ PhaOutCor & 0.8096 & **0.8187** & 0.6088 & **0.7293** & 0.6088 \\ Phoneme & **0.3058** & **0.2914** & 0.2492 & **0.2728** & 0.2400 \\ PigAirPre & 0.5370 & **0.5529** & 0.4183 & **0.5673** & 0.5106 \\ PigArtPre & 0.9719 & **0.9712** & 0.9279 & **0.9760** & 0.9663 \\ PigCVP & 0.5253 & **0.4933** & 0.4365 & **0.5444** & 0.5198 \\ Plane & **1.0000** & **0.9574** & 0.8489 & **0.9894** & 0.7957 \\ PowerCons & **0.9601** & **0.9111** & 0.9056 & 0.8833 & 0.8944 \\ ProPhaOutCor & **0.8538** & **0.7280** & 0.6858 & **0.7854** & 0.6685 \\ ProPhaOutAgeGro & **0.8761** & 0.7891 & 0.8326 & **0.8370** & 0.7707 \\ ProPhalaxTW & **0.8043** & **0.7533** & 0.7489 & **0.7989** & 0.7315 \\ RefrigeDevices & **0.5697** & 0.4362 & 0.4807 & **0.5460** & 0.3412 \\ Rock & **0.6133** & **0.4213** & 0.3756 & **0.4265** & 0.3961 \\ ScreenType & **0.5392** & **0.4620** & 0.4214 & **0.4887** & 0.3917 \\ SHGenCh2 & 0.9521 & **0.8133** & 0.8000 & **0.9651** & 0.9517 \\ SH MovCh2 & 0.5916 & **0.4244** & 0.3956 & **0.6044** & 0.4156 \\ SHSubCh2 & 0.6121 & **0.5556** & 0.5289 & **0.6167** & 0.5644 \\ ShapeletSim & 0.8062 & **0.8123** & 0.7938 & **0.7938** & 0.7338 \\ ShapesAll & **0.8148** & **0.8148** & 0.7407 & 0.7648 & 0.7870 \\ SmxiAtApp & 0.8146 & **0.8020** & 0.6024 & **0.8167** & 0.6205 \\ SmoSub & 0.9833 & **0.9933** & 0.9867 & **0.5455** & 0.5195 \\ SonAIBORobSur1 & 0.7630 & **0.7759** & 0.7759 & **0.7259** & 0.7241 \\ SonAIBORobSur2 & **0.9016** & **0.8734** & 0.8046 & **0.9016** & 0.8254 \\ StarlightCurves & **0.9799** & 0.9541 & 0.9611 & **0.9493** & 0.8562 \\ Strawberry & **0.9709** & **0.9577** & 0.9347 & **0.9259** & 0.8577 \\ SwedishLeaf & 0.8779 & **0.8986** & 0.8772 & **0.8505** & 0.8270 \\ Symbols & 0.8000 & **0.8078** & 0.7888 & **0.7598** & 0.6536 \\ SyntheticControl & **1.0000** & 0.9852 & 0.9926 & **1.0000** & 0.3296 \\ ToeSeg1 & **0.9793** & **0.9268** & 0.8951 & **0.9724** & 0.9463 \\ ToeSeg2 & 0.9318 & 0.8863 & 0.9162 & **0.9447** & 0.8966 \\ Trace & **1.0000** & **0.9889** & 0.9889 & **1.0000** & 0.7000 \\ TwoLeadECG & 0.9288 & **0.7893** & 0.5034 & **0.9717** & 0.5034 \\ TwoPatterns & **1.0000** & **1.0000** & 0.9994 & **0.9989** & 0.2478 \\ UMD & 0.8885 & **0.9583** & 0.9475 & **0.8667** & 0.6478 \\ UWaveGesLibAll & **0.9705** & **0.9507** & 0.7415 & 0.9656 & 0.9693 \\ UWaveGesLibX & 0.8460 & **0.8177** & 0.7813 & **0.7986** & 0.7821 \\ UWaveGesLibY & **0.7835** & **0.7817** & 0.6665 & 0.7009 & 0.7287 \\ UWaveGesLibZ & **0.7918** & **0.7581** & 0.7056 & **0.7173** & 0.6440 \\ Wafer & **1.0000** & **1.0000** & 1.0000 & **1.0000** & 1.0000 \\ Wine & **0.6333** & 0.5000 & 0.6000 & **0.6333** & 0.6000 \\ WordSynonyms & 0.6605 & **0.6348** & 0.6254 & **0.7145** & 0.6164 \\ Worms & **0.6522** & 0.5217 & 0.5942 & 0.4493 & 0.5217 \\ WormsTwoClass & **0.7946** & **0.7522** & 0.7362 & **0.7377** & 0.7348 \\ Yoga & **0.9007** & **0.8933** & 0.7948 & **0.8930** & 0.5359 \\ \hline \hline \end{tabular}
\end{table}