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Benchmarks
Residual dynamics prediction on Aerial manipulator dataset 300g payload
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0.21
RMSE
FDT + LRA
0.16388
0.47519
0.7865
1.09781
Mar 12, 2026
RMSE
R^2
Updated 1mo ago
Evaluation Results
Method
Method
Links
RMSE
R^2
FDT + LRA
Inf. (ms)=3.02
2026.03
0.21
0.972
FDT (Base)
Inf. (ms)=1.86
2026.03
0.29
0.912
MLP (last layer)
Inf. (ms)=4.50
2026.03
0.41
0.802
Neural-fly
Inf. (ms)=9.50
2026.03
0.48
0.761
Transformer
Inf. (ms)=4.10
2026.03
0.67
0.623
LSTM
Inf. (ms)=1.20
2026.03
0.76
0.576
GP
Inf. (ms)=17.20
2026.03
0.84
0.493
SysID
Inf. (ms)=0.01
2026.03
1.363
0.207
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