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KITTI

Benchmarks

Task NameDataset NameSOTA ResultTrend
Monocular Depth EstimationKITTI (Eigen)
Abs Rel0.034
523
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
233
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
Monocular Depth EstimationKITTI Raw Eigen (test)
RMSE1.209
159
Depth EstimationKITTI
RMSE0.209
156
Depth CompletionKITTI depth completion official (test)
RMSE (mm)226.214
154
Video Depth EstimationKITTI
Abs Rel0.036
148
Monocular Depth EstimationKITTI 80m maximum depth (Eigen)
Abs Rel0.052
126
Stereo MatchingKITTI 2015
D1 Error (All)1.33
118
Optical FlowKITTI 2012 (train)
AEE0.76
115
Monocular Depth EstimationKITTI (test)
Abs Rel Error0.037
114
Monocular Depth EstimationKITTI Improved GT (Eigen)
AbsRel0.059
111
3D Object DetectionKITTI Car (val)
AP 3D Easy95.47
110
Optical FlowKITTI 2015 (test)
Fl Error (All)3.65
109
Stereo MatchingKITTI 2012
Error Rate (3px, All)0.0145
108
Optical Flow EstimationKITTI 2015 (test)
Fl-all3.26
108
Stereo MatchingKITTI 2012 (test)
Outlier Rate (3px, Noc)0.84
105
Monocular Depth EstimationKITTI Eigen split (test)
AbsRel Mean0.05
100
Point Cloud RegistrationKITTI
RR100
98
Monocular Depth EstimationKITTI 2015 (Eigen split)
Abs Rel0.072
95
Optical FlowKITTI (train)
Fl-all0.337
90
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