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Inertial Odometry on RONIN (test)

1.47ATE (m)UMLoc
1.17963.13985.17.0602Nov 23, 2021Aug 1, 2022Apr 10, 2023Dec 17, 2023Aug 25, 2024May 3, 2025Jan 10, 2026

Evaluation results

MethodLinks
UMLocMap conditioning=false2026.011.472.03—3.4
RNINModel=RNIN-VIO2026.011.592.57—2.2
RoNIN-LModel=RoNIN LSTM2026.012.663.93—8
RoNIN-TModel=RoNIN TCN2026.012.723.9—5.2
J-ResNetInference Pipeline=Standard2021.115.024.230.0959—
B-ResNet-TTTInference Pipeline=Adaptive TTT2021.115.054.140.0849—
J-ResNet-TTTInference Pipeline=Adaptive TTT2021.115.074.170.091—
R-ResNetInference Pipeline=Standard2021.115.144.370.1154—
B-ResNetInference Pipeline=Standard2021.115.574.380.0979—
UMLocMap conditioning=false2026.016.583.93—3.5
RNINModel=RNIN-VIO2026.017.056.48—4
RoNIN-TModel=RoNIN TCN2026.017.274.27—4.3
RoNIN-LModel=RoNIN LSTM2026.018.734.87—4.6