task_path
stringlengths 3
199
⌀ | dataset
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⌀ | model_name
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⌀ | paper_url
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⌀ | metric_value
stringlengths 1
9.22k
⌀ |
|---|---|---|---|---|---|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
SOM
|
https://arxiv.org/abs/1909.04594v1
|
absolute relative error
|
0.097
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
Marigold
|
https://arxiv.org/abs/2312.02145v2
|
absolute relative error
|
0.099
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
Marigold
|
https://arxiv.org/abs/2312.02145v2
|
RMSE
|
3.304
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
Marigold
|
https://arxiv.org/abs/2312.02145v2
|
RMSE log
|
0.138
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
Marigold
|
https://arxiv.org/abs/2312.02145v2
|
Delta < 1.25
|
0.916
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
Marigold
|
https://arxiv.org/abs/2312.02145v2
|
Delta < 1.25^2
|
0.987
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
Marigold
|
https://arxiv.org/abs/2312.02145v2
|
Delta < 1.25^3
|
0.996
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
GCNDepth
|
https://arxiv.org/abs/2112.06782v1
|
absolute relative error
|
0.104
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
GCNDepth
|
https://arxiv.org/abs/2112.06782v1
|
RMSE
|
4.494
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
GCNDepth
|
https://arxiv.org/abs/2112.06782v1
|
RMSE log
|
0.181
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
GCNDepth
|
https://arxiv.org/abs/2112.06782v1
|
Delta < 1.25
|
0.888
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
GCNDepth
|
https://arxiv.org/abs/2112.06782v1
|
Delta < 1.25^2
|
0.965
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
GCNDepth
|
https://arxiv.org/abs/2112.06782v1
|
Delta < 1.25^3
|
0.984
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
monodepth2 M
|
https://arxiv.org/abs/1806.01260v4
|
absolute relative error
|
0.106
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
DeepLabV3+ (F10)
|
https://arxiv.org/abs/2001.05036v1
|
absolute relative error
|
0.110
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
DiPE
|
https://arxiv.org/abs/2003.01360v3
|
absolute relative error
|
0.112
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
DNet
|
https://arxiv.org/abs/2004.05560v2
|
absolute relative error
|
0.113
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
DNet
|
https://arxiv.org/abs/2004.05560v2
|
RMSE
|
4.812
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
DNet
|
https://arxiv.org/abs/2004.05560v2
|
RMSE log
|
0.191
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
DNet
|
https://arxiv.org/abs/2004.05560v2
|
Delta < 1.25
|
0.877
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
DNet
|
https://arxiv.org/abs/2004.05560v2
|
Delta < 1.25^2
|
0.960
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
DNet
|
https://arxiv.org/abs/2004.05560v2
|
Delta < 1.25^3
|
0.981
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
LSIM
|
http://arxiv.org/abs/1905.00401v1
|
absolute relative error
|
0.113
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
SC-Depth (ResNet 50)
|
https://arxiv.org/abs/2105.11610v1
|
absolute relative error
|
0.114
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
SC-Depth (ResNet 50)
|
https://arxiv.org/abs/2105.11610v1
|
RMSE
|
4.706
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
SC-Depth (ResNet 50)
|
https://arxiv.org/abs/2105.11610v1
|
RMSE log
|
0.191
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
SC-Depth (ResNet 50)
|
https://arxiv.org/abs/2105.11610v1
|
Delta < 1.25
|
0.873
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
SC-Depth (ResNet 50)
|
https://arxiv.org/abs/2105.11610v1
|
Delta < 1.25^2
|
0.960
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
SC-Depth (ResNet 50)
|
https://arxiv.org/abs/2105.11610v1
|
Delta < 1.25^3
|
0.982
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
SemanticAware
|
http://openaccess.thecvf.com/content_CVPR_2019/html/Chen_Towards_Scene_Understanding_Unsupervised_Monocular_Depth_Estimation_With_Semantic-Aware_Representation_CVPR_2019_paper.html
|
absolute relative error
|
0.118
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
SC-Depth (ResNet18)
|
https://arxiv.org/abs/2105.11610v1
|
absolute relative error
|
0.119
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
SC-Depth (ResNet18)
|
https://arxiv.org/abs/2105.11610v1
|
RMSE
|
4.950
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
SC-Depth (ResNet18)
|
https://arxiv.org/abs/2105.11610v1
|
RMSE log
|
0.197
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
SC-Depth (ResNet18)
|
https://arxiv.org/abs/2105.11610v1
|
Delta < 1.25
|
0.863
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
SC-Depth (ResNet18)
|
https://arxiv.org/abs/2105.11610v1
|
Delta < 1.25^2
|
0.957
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
SC-Depth (ResNet18)
|
https://arxiv.org/abs/2105.11610v1
|
Delta < 1.25^3
|
0.981
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
PackNet-SfM
|
https://arxiv.org/abs/1905.02693v4
|
absolute relative error
|
0.12
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
3Net
|
http://arxiv.org/abs/1808.01606v1
|
absolute relative error
|
0.126
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
SC-SfMLearner_CS+K
|
https://arxiv.org/abs/1908.10553v2
|
absolute relative error
|
0.128
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
SelfDepthNorm
|
http://arxiv.org/abs/1903.00112v1
|
absolute relative error
|
0.133
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
SIGNet
|
http://arxiv.org/abs/1812.05642v2
|
absolute relative error
|
0.133
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
struct2depth
|
http://arxiv.org/abs/1811.06152v1
|
absolute relative error
|
0.135
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
SC-SfMLearner
|
https://arxiv.org/abs/1908.10553v2
|
absolute relative error
|
0.137
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
CC
|
http://arxiv.org/abs/1805.09806v3
|
absolute relative error
|
0.140
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
SIW
|
https://arxiv.org/abs/2202.02002v2
|
absolute relative error
|
0.14
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
LeReS
|
https://arxiv.org/abs/2012.09365v1
|
absolute relative error
|
0.149
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
LeReS
|
https://arxiv.org/abs/2012.09365v1
|
Delta < 1.25
|
0.784
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
GASDA
|
http://arxiv.org/abs/1904.01870v1
|
absolute relative error
|
0.149
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split
|
VDA
|
https://arxiv.org/abs/1903.10764v2
|
absolute relative error
|
0.193
|
Depth Estimation > Monocular Depth Estimation
|
SCARED-C
|
AF-SfMLearner
|
https://arxiv.org/abs/2409.19930v1
|
mDERS
|
0.3134
|
Depth Estimation > Monocular Depth Estimation
|
SCARED-C
|
MonoViT
|
https://arxiv.org/abs/2409.19930v1
|
mDERS
|
0.2759
|
Depth Estimation > Monocular Depth Estimation
|
SCARED-C
|
Monodepth2
|
https://arxiv.org/abs/2409.19930v1
|
mDERS
|
0.2608
|
Depth Estimation > Monocular Depth Estimation
|
SCARED-C
|
EndoSfMLearner
|
https://arxiv.org/abs/2409.19930v1
|
mDERS
|
0.2332
|
Depth Estimation > Monocular Depth Estimation
|
DDAD
|
AFNet
|
https://arxiv.org/abs/2403.07535v1
|
absolute relative error
|
0.088
|
Depth Estimation > Monocular Depth Estimation
|
DDAD
|
AFNet
|
https://arxiv.org/abs/2403.07535v1
|
Sq Rel
|
0.979
|
Depth Estimation > Monocular Depth Estimation
|
DDAD
|
AFNet
|
https://arxiv.org/abs/2403.07535v1
|
RMSE
|
4.60
|
Depth Estimation > Monocular Depth Estimation
|
DDAD
|
AFNet
|
https://arxiv.org/abs/2403.07535v1
|
RMSE log
|
0.154
|
Depth Estimation > Monocular Depth Estimation
|
DDAD
|
ScaleDepth-NK
|
https://arxiv.org/abs/2407.08187v1
|
absolute relative error
|
0.121
|
Depth Estimation > Monocular Depth Estimation
|
DDAD
|
ScaleDepth-NK
|
https://arxiv.org/abs/2407.08187v1
|
RMSE
|
6.097
|
Depth Estimation > Monocular Depth Estimation
|
DDAD
|
ScaleDepth-NK
|
https://arxiv.org/abs/2407.08187v1
|
Delta < 1.25
|
0.871
|
Depth Estimation > Monocular Depth Estimation
|
DDAD
|
GEDepth
|
https://arxiv.org/abs/2309.09975v1
|
absolute relative error
|
0.145
|
Depth Estimation > Monocular Depth Estimation
|
DDAD
|
GEDepth
|
https://arxiv.org/abs/2309.09975v1
|
Sq Rel
|
2.119
|
Depth Estimation > Monocular Depth Estimation
|
DDAD
|
GEDepth
|
https://arxiv.org/abs/2309.09975v1
|
RMSE
|
10.596
|
Depth Estimation > Monocular Depth Estimation
|
DDAD
|
GEDepth
|
https://arxiv.org/abs/2309.09975v1
|
RMSE log
|
0.237
|
Depth Estimation > Monocular Depth Estimation
|
DDAD
|
TransDSSL
|
https://ieeexplore.ieee.org/document/9851497
|
absolute relative error
|
0.151
|
Depth Estimation > Monocular Depth Estimation
|
DDAD
|
TransDSSL
|
https://ieeexplore.ieee.org/document/9851497
|
Sq Rel
|
3.591
|
Depth Estimation > Monocular Depth Estimation
|
DDAD
|
TransDSSL
|
https://ieeexplore.ieee.org/document/9851497
|
RMSE
|
14.350
|
Depth Estimation > Monocular Depth Estimation
|
DDAD
|
TransDSSL
|
https://ieeexplore.ieee.org/document/9851497
|
RMSE log
|
0.172
|
Depth Estimation > Monocular Depth Estimation
|
SUN-RGBD
|
RPSF
|
https://arxiv.org/abs/2204.07076v1
|
RMSE
|
0.335
|
Depth Estimation > Monocular Depth Estimation
|
SUN-RGBD
|
RPSF
|
https://arxiv.org/abs/2204.07076v1
|
absolute relative error
|
0.114
|
Depth Estimation > Monocular Depth Estimation
|
SUN-RGBD
|
RPSF
|
https://arxiv.org/abs/2204.07076v1
|
log 10
|
0.034
|
Depth Estimation > Monocular Depth Estimation
|
SUN-RGBD
|
RPSF
|
https://arxiv.org/abs/2204.07076v1
|
Delta < 1.25
|
0.937
|
Depth Estimation > Monocular Depth Estimation
|
SUN-RGBD
|
RPSF
|
https://arxiv.org/abs/2204.07076v1
|
Delta < 1.25^2
|
0.981
|
Depth Estimation > Monocular Depth Estimation
|
SUN-RGBD
|
RPSF
|
https://arxiv.org/abs/2204.07076v1
|
Delta < 1.25^3
|
0.992
|
Depth Estimation > Monocular Depth Estimation
|
SUN-RGBD
|
ScaleDepth-NK
|
https://arxiv.org/abs/2407.08187v1
|
RMSE
|
0.359
|
Depth Estimation > Monocular Depth Estimation
|
SUN-RGBD
|
ScaleDepth-NK
|
https://arxiv.org/abs/2407.08187v1
|
absolute relative error
|
0.129
|
Depth Estimation > Monocular Depth Estimation
|
SUN-RGBD
|
ScaleDepth-NK
|
https://arxiv.org/abs/2407.08187v1
|
Delta < 1.25
|
0.866
|
Depth Estimation > Monocular Depth Estimation
|
SUN-RGBD
|
DDP (step-3)
|
https://arxiv.org/abs/2303.17559v2
|
RMSE
|
0.397
|
Depth Estimation > Monocular Depth Estimation
|
SUN-RGBD
|
DDP (step-3)
|
https://arxiv.org/abs/2303.17559v2
|
absolute relative error
|
0.128
|
Depth Estimation > Monocular Depth Estimation
|
SUN-RGBD
|
DDP (step-3)
|
https://arxiv.org/abs/2303.17559v2
|
log 10
|
0.056
|
Depth Estimation > Monocular Depth Estimation
|
SUN-RGBD
|
DDP (step-3)
|
https://arxiv.org/abs/2303.17559v2
|
Delta < 1.25
|
0.825
|
Depth Estimation > Monocular Depth Estimation
|
SUN-RGBD
|
DDP (step-3)
|
https://arxiv.org/abs/2303.17559v2
|
Delta < 1.25^2
|
0.973
|
Depth Estimation > Monocular Depth Estimation
|
SUN-RGBD
|
DDP (step-3)
|
https://arxiv.org/abs/2303.17559v2
|
Delta < 1.25^3
|
0.994
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
M4Depth+U
|
https://arxiv.org/abs/2305.19780v1
|
Abs Rel
|
0.134
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
M4Depth+U
|
https://arxiv.org/abs/2305.19780v1
|
RMSE log
|
0.188
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
M4Depth-d6 (VMD)
|
https://arxiv.org/abs/2105.09847v3
|
Abs Rel
|
0.1425
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
M4Depth-d6 (VMD)
|
https://arxiv.org/abs/2105.09847v3
|
SQ Rel
|
3.6798
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
M4Depth-d6 (VMD)
|
https://arxiv.org/abs/2105.09847v3
|
RMSE
|
8.8641
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
M4Depth-d6 (VMD)
|
https://arxiv.org/abs/2105.09847v3
|
RMSE log
|
0.24571
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
Wang
|
http://openaccess.thecvf.com/content_CVPR_2019/html/Wang_Recurrent_Neural_Network_for_Un-Supervised_Learning_of_Monocular_Video_Visual_CVPR_2019_paper.html
|
Abs Rel
|
0.2410
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
Wang
|
http://openaccess.thecvf.com/content_CVPR_2019/html/Wang_Recurrent_Neural_Network_for_Un-Supervised_Learning_of_Monocular_Video_Visual_CVPR_2019_paper.html
|
SQ Rel
|
5.5321
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
Wang
|
http://openaccess.thecvf.com/content_CVPR_2019/html/Wang_Recurrent_Neural_Network_for_Un-Supervised_Learning_of_Monocular_Video_Visual_CVPR_2019_paper.html
|
RMSE
|
12.599
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
Wang
|
http://openaccess.thecvf.com/content_CVPR_2019/html/Wang_Recurrent_Neural_Network_for_Un-Supervised_Learning_of_Monocular_Video_Visual_CVPR_2019_paper.html
|
RMSE log
|
0.3618
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
Monodepth
|
http://arxiv.org/abs/1609.03677v3
|
Abs Rel
|
0.3136
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
Monodepth
|
http://arxiv.org/abs/1609.03677v3
|
SQ Rel
|
8.7127
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
Monodepth
|
http://arxiv.org/abs/1609.03677v3
|
RMSE
|
13.595
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
Monodepth
|
http://arxiv.org/abs/1609.03677v3
|
RMSE log
|
0.4380
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
ST-CLSTM
|
https://arxiv.org/abs/1908.03706v1
|
Abs Rel
|
0.4040
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
ST-CLSTM
|
https://arxiv.org/abs/1908.03706v1
|
SQ Rel
|
6.3902
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
ST-CLSTM
|
https://arxiv.org/abs/1908.03706v1
|
RMSE
|
13.685
|
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