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ResearchFormerly WizWand

Human Activity Recognition on Opportunity

94.29Macro F1STELLA
22.436441.090759.74578.3993Dec 17, 2025Jan 19, 2026Feb 21, 2026Mar 26, 2026Apr 28, 2026May 31, 2026Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
STELLA2026.0794.2997.27
Uni-TS2026.0793.3391.58
THAT2026.0792.1290.35
ResNet2026.0791.3689.54
MaCNN2026.0790.3288.32
DWT2026.0789.0187.43
Crossover-BiDir-BabyMambaDirectionality=Bidirectional2026.0288.81—
TinyHAR2026.0288.69—
TinyHAR2026.0288.69—
SenseHAR2026.0788.688.9
DeepConvLSTM2026.0288.3—
µBi-ConvLSTM2026.0287.58—
DeepConvLSTM2026.0287.21—
TinierHAR2026.0287.09—
TinierHAR2026.0287.09—
FlowFMEvaluation Protocol=Fine-tuning2025.1279.250.7974
FlowFMEvaluation Protocol=Transfer learning2025.1277.920.7881
DiffFMEvaluation Protocol=Fine-tuning2025.1277.820.7857
DiffFMEvaluation Protocol=Transfer learning2025.1277.60.7787
1D-DINOEvaluation Protocol=Fine-tuning2025.1277.410.7656
1D-DINOEvaluation Protocol=Transfer learning2025.1276.820.7557
CI-BabyMamba-HARChannel Processing=Channel Independent2026.0276.73—
1D-Diffusion ClassifierEvaluation Protocol=Fine-tuning2025.1275.260.7693
SENvT-u7Evaluation Protocol=Fine-tuning2025.1274.480.7429
SENvT-u4Evaluation Protocol=Fine-tuning2025.1274.110.7489
BERTEvaluation Protocol=Fine-tuning2025.1272.450.7272
SENvT-u7Evaluation Protocol=Transfer learning2025.1269.090.715
SENvT-u4Evaluation Protocol=Transfer learning2025.1268.260.7103
SSL-WearablesEvaluation Protocol=Fine-tuning2025.1259.5—
SSL-WearablesEvaluation Protocol=Transfer learning2025.1254.7—
KAN (K-M-M)KAN variant=KAN, Architecture configuration=K-M-M2026.0547.8—
EfficientKAN (K-M-M)KAN variant=EfficientKAN, Architecture configuration=K-M-M2026.0547.7—
KAN-MLP-Mixer2026.0547—
WavKAN (K-M-M)KAN variant=WavKAN, Architecture configuration=K-M-M2026.0546.4—
FastKAN (M-K-M)KAN variant=FastKAN, Architecture configuration=M-K-M2026.0543.4—
FourierKAN (M-K-M)KAN variant=FourierKAN, Architecture configuration=M-K-M2026.0543.1—
LaxCat2026.0741.4760.19
KAN (M-M-K)KAN variant=KAN, Architecture configuration=M-M-K2026.0541.2—
EfficientKAN (M-M-K)KAN variant=EfficientKAN, Architecture configuration=M-M-K2026.0541.1—
MLPHAR2026.0541.1—
LarctanKAN (K-M-M)KAN variant=LarctanKAN, Architecture configuration=K-M-M2026.0540.8—
FourierKAN (M-M-K)KAN variant=FourierKAN, Architecture configuration=M-M-K2026.0540.6—
LarctanKAN (M-M-K)KAN variant=LarctanKAN, Architecture configuration=M-M-K2026.0540.2—
WavKAN (M-K-M)KAN variant=WavKAN, Architecture configuration=M-K-M2026.0539.8—
FastKAN (K-M-M)KAN variant=FastKAN, Architecture configuration=K-M-M2026.0538.8—
FourierKAN (K-M-M)KAN variant=FourierKAN, Architecture configuration=K-M-M2026.0537.7—
LarctanKAN (M-K-M)KAN variant=LarctanKAN, Architecture configuration=M-K-M2026.0536.7—
WavKAN (M-M-K)KAN variant=WavKAN, Architecture configuration=M-M-K2026.0535.3—
FastKAN (M-M-K)KAN variant=FastKAN, Architecture configuration=M-M-K2026.0533.5—
KAN (M-K-M)KAN variant=KAN, Architecture configuration=M-K-M2026.0525.6—
EfficientKAN (M-K-M)KAN variant=EfficientKAN, Architecture configuration=M-K-M2026.0525.2—