ResearchBenchmarksBinary Time-series Classification on UCR ToeSegmentation1Follow98.5AccuracySoftShape76.03681.86887.793.532Apr 29, 2026Evaluation ResultsMethodMethodLinksAccuracySoftShape2026.0498.5FCN-LSTM2026.0497.4CHIEF2026.0496HC22026.0495.5OS-CNN2026.0495.4IncTime2026.0495.3COTE2026.0493.4ROCKET2026.0493.2GPT4TS2026.0488.5TimesNet2026.0485.1VTBenchConfiguration=BestConfiguration=Best2026.0484.2VTBenchConfiguration=DefaultConfiguration=Default2026.0476.9