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Depth Estimation on KITTI improved ground truth 2015 (93% Eigen split)

0.055Abs RelManyDepth
0.050160.082830.11550.14817Jun 4, 2018Nov 27, 2018May 23, 2019Nov 16, 2019May 10, 2020Nov 3, 2020Apr 29, 2021

Evaluation results

MethodLinks
ManyDepthWxH=1024 x 320, Test frames=2 (-1, 0), Semantics=None, TTR=true, Backbone=ResNet50, Resolution=High2021.040.0550.3052.9450.09496.399.299.7
ManyDepthWxH=1024 x 320, Test frames=2 (-1, 0), Semantics=None, TTR=true, Resolution=High2021.040.0560.3223.0340.09696.199.299.7
ManyDepthWxH=640 x 192, Test frames=2 (-1, 0), Semantics=None, TTR=true, Resolution=Medium2021.040.0580.3343.1370.10195.899.199.7
ManyDepthWxH=1024 x 320, Test frames=2 (-1, 0), Semantics=None, TTR=false, Backbone=ResNet50, Resolution=High2021.040.0620.3433.1390.10295.399.199.7
ManyDepthWxH=1024 x 320, Test frames=2 (-1, 0), Semantics=None, TTR=false, Resolution=High2021.040.0640.3453.1160.10394.998.999.7
ManyDepthWxH=640 x 192, Test frames=2 (-1, 0), Semantics=None, TTR=false, Resolution=Medium2021.040.070.3993.4550.11394.198.999.7
Packnet-SFMWxH=640 x 192, Test frames=1, Semantics=None, TTR=false2021.040.0780.423.4850.12193.198.699.6
Monodepth2supervision=Self-supervised mono + stereo supervision (MS)2018.060.080.4663.6810.12792.698.599.5
Johnston et al.WxH=640 x 192, Test frames=1, Semantics=None, TTR=false2021.040.0810.4843.7160.12692.798.599.6
Wang et al.WxH=640 x 192, Test frames=2 (-1, 0), Semantics=None, TTR=false2021.040.0820.4623.7390.12792.398.499.6
Monodepth2supervision=Self-supervised stereo supervision (S)2018.060.0850.5373.8680.13991.297.999.3
Patil et al.WxH=640 x 192, Test frames=N (evaluated on whole sequences), Semantics=None, TTR=false2021.040.0870.4953.7750.13391.798.399.5
Monodepth2supervision=Self-supervised mono supervision (M)2018.060.090.5453.9420.13791.498.399.5
SuperDepthsupervision=Self-supervised stereo supervision (S), post-processing=true2018.060.090.5423.9670.14490.197.699.3
Monodepth2WxH=640 x 192, Test frames=1, Semantics=None, TTR=false2021.040.090.5453.9420.13791.498.399.5
Monodepth2WxH=1024 x 320, Test frames=1, Semantics=None, TTR=false2021.040.0910.5313.7420.13591.698.499.5
3netsupervision=Self-supervised stereo supervision (S), backbone=ResNet-502018.060.1020.6754.2930.15988.196.999.1
Monodepth2supervision=Self-supervised mono + stereo supervision (MS), pre-training=false2018.060.1070.724.3450.1618997.198.9
Monodepthsupervision=Self-supervised stereo supervision (S)2018.060.1090.8114.5680.16687.796.798.8
Monodepth2supervision=Self-supervised stereo supervision (S), pre-training=false2018.060.110.8494.580.17387.596.298.6
Monodepth2supervision=Self-supervised mono supervision (M), pre-training=false2018.060.1120.7154.5020.16787.696.799
3netsupervision=Self-supervised stereo supervision (S), backbone=VGG2018.060.1190.924.8240.18285.695.798.5
EPC++supervision=Self-supervised mono supervision (M)2018.060.120.7894.7550.17785.696.198.7
EPC++WxH=832 x 256, Test frames=1, Semantics=None, TTR=false2021.040.120.7894.7550.17785.696.198.7
Ranjansupervision=Self-supervised mono supervision (M)2018.060.1230.8814.8340.1818695.998.5
EPC++supervision=Self-supervised mono + stereo supervision (MS)2018.060.1230.7544.4530.17286.396.498.9
RanjanWxH=832 x 256, Test frames=1, Semantics=None, TTR=false2021.040.1230.8814.8340.1818695.998.5
DDVOsupervision=Self-supervised mono supervision (M)2018.060.1260.8664.9320.18585.195.898.6
Zhan FullNYUsupervision=Auxiliary depth supervision + Self-supervised mono + stereo supervision (D*MS)2018.060.131.525.1840.20585.995.598.1
GeoNetsupervision=Self-supervised mono supervision (M)2018.060.1320.9945.240.19383.395.398.5
Mahjouriansupervision=Self-supervised mono supervision (M)2018.060.1340.9835.5010.20382.794.498.1
Zhousupervision=Self-supervised mono supervision (M), source=Newer online implementation2018.060.1761.5326.1290.24475.892.197.1