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SOTA Visual Odometry benchmarks and papers with code | Wizwand
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Visual Odometry
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
KITTI
Mesh-LOAM
KITTI Seq 03 Error
0.5
45
2mo ago
TUM RGBD
GO-SLAM
freiburg1/desk2 Error
0.028
43
2mo ago
KITTI Seq. 10
D3VO
Translational Error (%)
0.62
35
1mo ago
TUM-VI (room sequences)
Basalt
ATE (cm)
4.7
31
23d ago
KITTI Odometry official (sequences 00-10)
MVOFormer
Sequence 10 Error
3.81
25
1mo ago
KITTI Odometry raw (Sequence 10)
DF-VO
Translation Error (%)
1.82
23
1mo ago
KITTI Seq. 09
D3VO
Translation Error (%)
0.78
20
4mo ago
TartanAir (test)
DROID-SLAM
Error MH000
0.08
19
2mo ago
ZJH-VO Average multi-scale
BEV-ODOM2
ATE (m)
2.04
18
1mo ago
ZJH-VO multi-scale (F-00)
BEV-ODOM2
ATE (m)
0.57
18
1mo ago
ZJH-VO multi-scale (F-01)
ORB-SLAM3
ATE (m)
1.91
18
1mo ago
ZJH-VO multi-scale (F-04)
BEV-ODOM2
ATE (m)
1.55
18
1mo ago
ZJH-VO multi-scale (F-09)
BEV-ODOM
ATE (m)
1.12
18
1mo ago
Oxford
BEV-ODOM2
Trajectory Error (11-12)
0.91
18
1mo ago
NCLT
BEV-ODOM2
Sequence 03-17 Error
2.2
16
1mo ago
TUM RGB-D SLAM (real-world sequences)
RL
Feature Drift (px/s)
36
16
4mo ago
KITTI Odometry raw (Sequence 09)
NeuralBundler
t_err (%)
8.1
16
4mo ago
TartanAirV2 CountryHouse Easy
360DVO
ATE (m)
0.004
13
4mo ago
KITTI Odometry Seq. 09
ORB-SLAM2
t_err
2.84
12
2mo ago
NCLT
DeepVO
FPS
416.7
11
1mo ago
KITTI Odometry Sequence 04
PCR-ORB
RMSE
0.2084
11
1mo ago
TartanAir CountryHouse Hard V2
360DVO
ATE (m)
0.005
10
4mo ago
KITTI Odometry Sequence 05
ORB-SLAM3
RMSE
0.9207
10
3mo ago
TUM-VI Room sequences R1-R6
ORB-SLAM3
Avg RMSE ATE (m)
0.044
8
18d ago
EuRoC
DSO
MH01 Error
0.046
8
3mo ago
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