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Human Activity Recognition on DSADS

89.7F1 Score

TSF

Updated 29d ago

Evaluation Results

Method	Links
TSF 2026.05		89.7	-	-	-	-	-	-	-	-	-	-
IF-Conv-Transformer 2026.05		88.82	-	-	-	-	-	-	-	-	-	-
SPECTRA 2026.03		87.6	1.16	316.5	-	-	46,500,000	1,820	22,761	481,551	120.7	-
ConvBoost 2026.05		87.26	-	-	-	-	-	-	-	-	-	-
SPECTRA 2026.03		86.9	0.27	1,687.7	-	-	944,000	90	22,761	481,551	17.6	-
TinyHAR 2026.03		86.4	51.51	19.4	-	-	819,700,000	32,000	59,161	19,216,775	445.2	-
TinierHAR 2026.03		86.2	4.37	229.1	-	-	148,100,000	5,790	-	2,843,792	150.6	-
Attend-Discriminate 2026.05		86.12	-	-	-	-	-	-	-	-	-	-
SPECTRA 2026.03		85.7	0.28	1,258.7	-	-	1,018,000	100	22,761	481,551	17.5	-
Global Fusion 2026.05		85.57	-	-	-	-	-	-	-	-	-	-
Conv-Transformer 2026.05		85.5	-	-	-	-	-	-	-	-	-	-
DeepConvLSTM 2026.03		84.8	166.34	6.01	-	-	2,732,500,000	107,000	1,605,587	173,126,291	1,044.2	-
DeepConvLSTM 2026.05		83.25	-	-	-	-	-	-	-	-	-	-
DeepSense 2026.05		83.24	-	-	-	-	-	-	-	-	-	-
Transformer Encoder 2026.05		80.77	-	-	-	-	-	-	-	-	-	-
Dynamic-WHAR 2026.05		73	-	-	-	-	-	-	-	-	-	-
TinyHAR 2026.03		-	50.839	19.7	145.7	107.36	824,671.39	7,706.3	-	-	-	-
DeepConvLSTM 2026.03		-	-	-	4,886.35	1,421.75	-	-	-	-	-	-
SPECTRA 2026.03		-	9.333	107.2	52.55	3.29	287.982	2.69	-	-	-	-
SPECTRA 2026.03		-	7	142.9	18.39	3.29	172.789	1.61	-	-	-	-
TinyHAR 2026.03		-	52	19.2	-	-	12,626,000	118,000	-	-	543.6	-
TinierHAR 2026.03		-	4.6	217.4	-	-	1,626,400	15,200	-	-	241.6	-
DConvLSTM 2026.03		-	168	6	-	-	34,775,000	325,000	-	-	4,724.8	-
SPECTRA 2026.03		-	3.4	294.1	-	-	1,048,600	9,800	-	-	120.8	-
SPECTRA 2026.03		-	2.9	346	-	-	891,300	8,300	-	-	108.7	-
SPECTRA 2026.03		-	2.4	420.2	-	-	734,000	6,900	-	-	96.6	-