Time-series classification

Benchmarks

Dataset Name	SOTA Method	Metric
CHARACTER TRAJ. (test)	CKCNN	Accuracy0.9953	73	3d ago
UCI-HAR		Accuracy91.75	66	3d ago
SelfRegulationSCP2	LPTM	Accuracy69.1	55	3d ago
Heartbeat	Peri-midFormer	Accuracy95.1	51	3d ago
UWaveGestureLibrary	Rocket	Accuracy94.4	47	3d ago
SelfRegulationSCP1	Linear Transformer	Accuracy92.5	45	3d ago
PEMS-SF	XGBoost	Accuracy98.3	45	3d ago
HAR	MantisV2	Accuracy98.83	39	3d ago
fNIRS (test)	ASFormer	F1 Score0.7169	36	3d ago
PENDIGITS (test)		Accuracy97	36	3d ago
FaceDetection	LPTM	Accuracy79	34	3d ago
16 TSC datasets (test)	FCN_{128}	P(Pred > True)99.8	33	3d ago
Electric		Accuracy53.25	28	3d ago
UEA Time Series Classification Archive EC FD HW HB JV PEMS-SF SCP1 SCP2 SAD UW	LETS-C	Accuracy (EC)52.9	28	3d ago
SpokenArabicDigits	LPTM	Accuracy100	28	3d ago
JapaneseVowels	Linear Transformer	Accuracy99.2	28	3d ago
Handwriting	SimMTM	Accuracy64	28	3d ago
EthanolConcentration	LPTM	Accuracy53	28	3d ago
UEA time series classification archive (test)	FusAD	Average Accuracy76.5	27	3d ago
WALK VS RUN (test)	GP-SIG-LSTM	Accuracy100	27	3d ago
UWAVE (test)		Accuracy98	27	3d ago
UEA-27 (test)	Mantis+	ArticularyWordRecognition Accuracy99.56	22	3d ago
UCR First Part (test)		ACSF1 Accuracy86.67	22	3d ago
10 datasets Avg.	UniTS-ST	Accuracy75	20	3d ago
CMUSUBJECT16 (test)	GP-SIG-LSTM	Accuracy100	19	3d ago

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