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KITTI

Benchmarks

Task NameDataset NameSOTA ResultTrend
Monocular Depth EstimationKITTI (Eigen)
Abs Rel0.034
552
Optical Flow EstimationKITTI 2015 (train)
Fl-epe0.47
446
Depth EstimationKITTI (Eigen split)
RMSE1.65
291
Stereo MatchingKITTI 2015 (test)
D1 Error (Overall)0.0198
245
3D Object DetectionKITTI Car (test)
AP3D (Easy)1,257
226
Monocular Depth EstimationKITTI
Abs Rel0.04
220
Monocular Depth EstimationKITTI Eigen split
Abs Rel0.048
215
Depth EstimationKITTI
RMSE0.209
184
Monocular Depth EstimationKITTI Raw Eigen (test)
RMSE1.209
159
Depth CompletionKITTI depth completion official (test)
RMSE (mm)226.214
154
Video Depth EstimationKITTI
Abs Rel0.036
153
Stereo MatchingKITTI 2015
D1 Error (All)1.33
142
Monocular Depth EstimationKITTI 80m maximum depth (Eigen)
Abs Rel0.052
126
Optical FlowKITTI 2015 (test)
Fl Error (All)3.65
122
Optical Flow EstimationKITTI 2015 (test)
Fl-all3.26
117
Monocular Depth EstimationKITTI Improved GT (Eigen)
AbsRel0.059
116
Optical FlowKITTI 2012 (train)
AEE0.76
115
Monocular Depth EstimationKITTI (test)
Abs Rel Error0.037
114
3D Object DetectionKITTI Car (val)
AP 3D Easy95.47
110
Stereo MatchingKITTI 2012
Error Rate (3px, All)0.0145
108
Point Cloud RegistrationKITTI
RR100
106
Stereo MatchingKITTI 2012 (test)
Outlier Rate (3px, Noc)0.84
105
Monocular Depth EstimationKITTI Eigen split (test)
AbsRel Mean0.05
100
Monocular Depth EstimationKITTI 2015 (Eigen split)
Abs Rel0.072
95
Monocular Depth EstimationKITTI
AbsRel2.2
92
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