Time-series classification

Benchmarks

Dataset Name	SOTA Method	Metric
CHARACTER TRAJ. (test)	CKCNN	Accuracy0.9953	88	25d ago
SelfRegulationSCP2	LPTM	Accuracy69.1	79	1mo ago
UCI-HAR		Accuracy96.9	78	1mo ago
Heartbeat	Peri-midFormer	Accuracy95.1	75	1mo ago
UWaveGestureLibrary	Rocket	Accuracy94.4	71	1mo ago
PEMS-SF	XGBoost	Accuracy98.3	69	1mo ago
SelfRegulationSCP1	Chimera	Accuracy93.7	67	1mo ago
Handwriting	SimMTM	Accuracy64	62	1mo ago
FaceDetection	LPTM	Accuracy79	58	1mo ago
SpokenArabicDigits	LPTM	Accuracy100	52	1mo ago
JapaneseVowels	Linear Transformer	Accuracy99.2	52	1mo ago
EthanolConcentration	LPTM	Accuracy53	50	1mo ago
PENDIGITS (test)		Accuracy97	40	1mo ago
HAR	MantisV2	Accuracy98.83	39	1mo ago
18 UEA datasets Regular	FlowPath	Accuracy73.1	38	15d ago
fNIRS (test)	ASFormer	F1 Score0.7169	36	1mo ago
UEA 18 datasets 70% Missing	DualDynamics	Accuracy69.7	34	15d ago
16 TSC datasets (test)	FCN_{128}	P(Pred > True)99.8	33	1mo ago
PhysioNet Sepsis (test)	Neural ODE (with TANDEM)	AUROC91.6	30	15d ago
Electric		Accuracy53.25	28	1mo ago
UEA Time Series Classification Archive EC FD HW HB JV PEMS-SF SCP1 SCP2 SAD UW	LETS-C	Accuracy (EC)52.9	28	1mo ago
Japanese Vowels (test)		Accuracy100	28	25d ago
UEA time series classification archive (test)	FusAD	Average Accuracy76.5	27	1mo ago
WALK VS RUN (test)	GP-SIG-LSTM	Accuracy100	27	1mo ago
UWAVE (test)		Accuracy98	27	1mo ago

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