task_path
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⌀ | dataset
stringlengths 1
128
⌀ | model_name
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⌀ | paper_url
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⌀ | metric_name
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⌀ | metric_value
stringlengths 1
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⌀ |
|---|---|---|---|---|---|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
ST-CLSTM
|
https://arxiv.org/abs/1908.03706v1
|
RMSE log
|
0.4383
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
Monodepth2
|
https://arxiv.org/abs/1806.01260v4
|
Abs Rel
|
0.717
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
Monodepth2
|
https://arxiv.org/abs/1806.01260v4
|
SQ Rel
|
37.164
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
Monodepth2
|
https://arxiv.org/abs/1806.01260v4
|
RMSE
|
74.552
|
Depth Estimation > Monocular Depth Estimation
|
Mid-Air Dataset
|
Monodepth2
|
https://arxiv.org/abs/1806.01260v4
|
RMSE log
|
0.882
|
Depth Estimation > Monocular Depth Estimation
|
Cityscapes 3D
|
TaskPrompter
|
https://arxiv.org/abs/2304.00971v3
|
RMSE
|
6.78
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Object Tracking Evaluation 2012
|
PackNet-SfM
|
https://arxiv.org/abs/1905.02693v4
|
Abs Rel
|
0.071
|
Depth Estimation > Monocular Depth Estimation
|
VA (Virtual Apartment)
|
DistDepth
|
https://arxiv.org/abs/2112.02306v2
|
Root mean square error (RMSE)
|
0.374
|
Depth Estimation > Monocular Depth Estimation
|
VA (Virtual Apartment)
|
DistDepth
|
https://arxiv.org/abs/2112.02306v2
|
Log root mean square error (RMSE_log)
|
0.213
|
Depth Estimation > Monocular Depth Estimation
|
VA (Virtual Apartment)
|
DistDepth
|
https://arxiv.org/abs/2112.02306v2
|
Mean average error (MAE)
|
0.253
|
Depth Estimation > Monocular Depth Estimation
|
VA (Virtual Apartment)
|
DistDepth
|
https://arxiv.org/abs/2112.02306v2
|
Absolute relative error (AbsRel)
|
0.175
|
Depth Estimation > Monocular Depth Estimation
|
VA (Virtual Apartment)
|
Depth Hints
|
https://arxiv.org/abs/1909.09051v1
|
Root mean square error (RMSE)
|
0.427
|
Depth Estimation > Monocular Depth Estimation
|
VA (Virtual Apartment)
|
Depth Hints
|
https://arxiv.org/abs/1909.09051v1
|
Log root mean square error (RMSE_log)
|
0.248
|
Depth Estimation > Monocular Depth Estimation
|
VA (Virtual Apartment)
|
Depth Hints
|
https://arxiv.org/abs/1909.09051v1
|
Mean average error (MAE)
|
0.291
|
Depth Estimation > Monocular Depth Estimation
|
VA (Virtual Apartment)
|
Depth Hints
|
https://arxiv.org/abs/1909.09051v1
|
Absolute relative error (AbsRel)
|
0.197
|
Depth Estimation > Monocular Depth Estimation
|
VA (Virtual Apartment)
|
MonoDepth2
|
https://arxiv.org/abs/1806.01260v4
|
Root mean square error (RMSE)
|
0.432
|
Depth Estimation > Monocular Depth Estimation
|
VA (Virtual Apartment)
|
MonoDepth2
|
https://arxiv.org/abs/1806.01260v4
|
Log root mean square error (RMSE_log)
|
0.251
|
Depth Estimation > Monocular Depth Estimation
|
VA (Virtual Apartment)
|
MonoDepth2
|
https://arxiv.org/abs/1806.01260v4
|
Mean average error (MAE)
|
0.295
|
Depth Estimation > Monocular Depth Estimation
|
VA (Virtual Apartment)
|
MonoDepth2
|
https://arxiv.org/abs/1806.01260v4
|
Absolute relative error (AbsRel)
|
0.203
|
Depth Estimation > Monocular Depth Estimation
|
Make3D
|
SPIDepth
|
https://arxiv.org/abs/2404.12501v3
|
Abs Rel
|
0.299
|
Depth Estimation > Monocular Depth Estimation
|
Make3D
|
SPIDepth
|
https://arxiv.org/abs/2404.12501v3
|
Sq Rel
|
1.931
|
Depth Estimation > Monocular Depth Estimation
|
Make3D
|
SPIDepth
|
https://arxiv.org/abs/2404.12501v3
|
RMSE
|
6.672
|
Depth Estimation > Monocular Depth Estimation
|
Make3D
|
Monodepth2
|
https://arxiv.org/abs/1806.01260v4
|
Abs Rel
|
0.322
|
Depth Estimation > Monocular Depth Estimation
|
Make3D
|
Monodepth2
|
https://arxiv.org/abs/1806.01260v4
|
Sq Rel
|
3.589
|
Depth Estimation > Monocular Depth Estimation
|
Make3D
|
Monodepth2
|
https://arxiv.org/abs/1806.01260v4
|
RMSE
|
7.417
|
Depth Estimation > Monocular Depth Estimation
|
Make3D
|
SharinGAN
|
https://arxiv.org/abs/2006.04026v1
|
Abs Rel
|
0.377
|
Depth Estimation > Monocular Depth Estimation
|
Make3D
|
SharinGAN
|
https://arxiv.org/abs/2006.04026v1
|
Sq Rel
|
4.9
|
Depth Estimation > Monocular Depth Estimation
|
Make3D
|
SharinGAN
|
https://arxiv.org/abs/2006.04026v1
|
RMSE
|
8.388
|
Depth Estimation > Monocular Depth Estimation
|
Make3D
|
GCNDepth
|
https://arxiv.org/abs/2112.06782v1
|
Abs Rel
|
0.424
|
Depth Estimation > Monocular Depth Estimation
|
Make3D
|
GCNDepth
|
https://arxiv.org/abs/2112.06782v1
|
Sq Rel
|
3.075
|
Depth Estimation > Monocular Depth Estimation
|
Make3D
|
GCNDepth
|
https://arxiv.org/abs/2112.06782v1
|
RMSE
|
6.757
|
Depth Estimation > Monocular Depth Estimation
|
Make3D
|
AnyNet [88]
|
https://arxiv.org/abs/2006.02535v1
|
RMSE
|
0.232
|
Depth Estimation > Monocular Depth Estimation
|
Make3D
|
HighResNet [32]
|
https://arxiv.org/abs/2006.02535v1
|
RMSE
|
0.474
|
Depth Estimation > Monocular Depth Estimation
|
Cityscapes
|
SwinMTL
|
https://arxiv.org/abs/2403.10662v1
|
Absolute relative error (AbsRel)
|
0.089
|
Depth Estimation > Monocular Depth Estimation
|
Cityscapes
|
SwinMTL
|
https://arxiv.org/abs/2403.10662v1
|
RMSE
|
5.481
|
Depth Estimation > Monocular Depth Estimation
|
Cityscapes
|
SwinMTL
|
https://arxiv.org/abs/2403.10662v1
|
RMSE log
|
0.139
|
Depth Estimation > Monocular Depth Estimation
|
Cityscapes
|
SwinMTL
|
https://arxiv.org/abs/2403.10662v1
|
Square relative error (SqRel)
|
1.051
|
Depth Estimation > Monocular Depth Estimation
|
Cityscapes
|
Manydepth2
|
https://arxiv.org/abs/2312.15268v8
|
Absolute relative error (AbsRel)
|
0.097
|
Depth Estimation > Monocular Depth Estimation
|
Cityscapes
|
Manydepth2
|
https://arxiv.org/abs/2312.15268v8
|
RMSE
|
5.827
|
Depth Estimation > Monocular Depth Estimation
|
Cityscapes
|
Manydepth2
|
https://arxiv.org/abs/2312.15268v8
|
RMSE log
|
0.154
|
Depth Estimation > Monocular Depth Estimation
|
Cityscapes
|
Manydepth2
|
https://arxiv.org/abs/2312.15268v8
|
Square relative error (SqRel)
|
0.792
|
Depth Estimation > Monocular Depth Estimation
|
Cityscapes
|
Lee et al.
|
https://arxiv.org/abs/2102.02629v1
|
Absolute relative error (AbsRel)
|
0.111
|
Depth Estimation > Monocular Depth Estimation
|
Cityscapes
|
Lee et al.
|
https://arxiv.org/abs/2102.02629v1
|
RMSE
|
6.437
|
Depth Estimation > Monocular Depth Estimation
|
Cityscapes
|
Lee et al.
|
https://arxiv.org/abs/2102.02629v1
|
RMSE log
|
0.182
|
Depth Estimation > Monocular Depth Estimation
|
Cityscapes
|
Lee et al.
|
https://arxiv.org/abs/2102.02629v1
|
Square relative error (SqRel)
|
1.158
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SPIdepth
|
https://arxiv.org/abs/2404.12501v3
|
absolute relative error
|
0.071
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SPIdepth
|
https://arxiv.org/abs/2404.12501v3
|
RMSE
|
3.662
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SPIdepth
|
https://arxiv.org/abs/2404.12501v3
|
Sq Rel
|
0.531
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SPIdepth
|
https://arxiv.org/abs/2404.12501v3
|
RMSE log
|
0.153
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SPIdepth
|
https://arxiv.org/abs/2404.12501v3
|
Delta < 1.25
|
0.94
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SPIdepth
|
https://arxiv.org/abs/2404.12501v3
|
Delta < 1.25^2
|
0.973
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SPIdepth
|
https://arxiv.org/abs/2404.12501v3
|
Delta < 1.25^3
|
0.985
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SPIdepth
|
https://arxiv.org/abs/2404.12501v3
|
Resolution
|
1024x320
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SPIdepth
|
https://arxiv.org/abs/2404.12501v3
|
Mono
|
X
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SPIdepth
|
https://arxiv.org/abs/2404.12501v3
|
Test frames
|
1
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
PlaneDepth (S + 1280x384)
|
https://arxiv.org/abs/2210.01612v3
|
absolute relative error
|
0.084
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
PlaneDepth (S + 1280x384)
|
https://arxiv.org/abs/2210.01612v3
|
RMSE
|
3.981
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
PlaneDepth (S + 1280x384)
|
https://arxiv.org/abs/2210.01612v3
|
Sq Rel
|
0.549
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
PlaneDepth (S + 1280x384)
|
https://arxiv.org/abs/2210.01612v3
|
RMSE log
|
0.169
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
PlaneDepth (S + 1280x384)
|
https://arxiv.org/abs/2210.01612v3
|
Delta < 1.25
|
0.911
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
PlaneDepth (S + 1280x384)
|
https://arxiv.org/abs/2210.01612v3
|
Delta < 1.25^2
|
0.968
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
PlaneDepth (S + 1280x384)
|
https://arxiv.org/abs/2210.01612v3
|
Delta < 1.25^3
|
0.984
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
PlaneDepth (S + 1280x384)
|
https://arxiv.org/abs/2210.01612v3
|
Resolution
|
1280x384
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
PlaneDepth (S + 1280x384)
|
https://arxiv.org/abs/2210.01612v3
|
Mono
|
X
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
ProDepth
|
https://arxiv.org/abs/2407.09303v1
|
absolute relative error
|
0.086
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
ProDepth
|
https://arxiv.org/abs/2407.09303v1
|
RMSE
|
4.139
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
ProDepth
|
https://arxiv.org/abs/2407.09303v1
|
Sq Rel
|
0.629
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
ProDepth
|
https://arxiv.org/abs/2407.09303v1
|
RMSE log
|
0.166
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
ProDepth
|
https://arxiv.org/abs/2407.09303v1
|
Delta < 1.25
|
0.918
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
ProDepth
|
https://arxiv.org/abs/2407.09303v1
|
Delta < 1.25^2
|
0.969
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
ProDepth
|
https://arxiv.org/abs/2407.09303v1
|
Delta < 1.25^3
|
0.984
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
ProDepth
|
https://arxiv.org/abs/2407.09303v1
|
Resolution
|
640x192
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
ProDepth
|
https://arxiv.org/abs/2407.09303v1
|
Mono
|
O
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
ProDepth
|
https://arxiv.org/abs/2407.09303v1
|
Test frames
|
2(-1,0)
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Jasmine
|
https://arxiv.org/abs/2503.15905v1
|
absolute relative error
|
0.09
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Jasmine
|
https://arxiv.org/abs/2503.15905v1
|
RMSE
|
3.944
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Jasmine
|
https://arxiv.org/abs/2503.15905v1
|
Sq Rel
|
0.581
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Jasmine
|
https://arxiv.org/abs/2503.15905v1
|
RMSE log
|
0.161
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Jasmine
|
https://arxiv.org/abs/2503.15905v1
|
Delta < 1.25
|
0.919
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Jasmine
|
https://arxiv.org/abs/2503.15905v1
|
Delta < 1.25^2
|
0.972
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Jasmine
|
https://arxiv.org/abs/2503.15905v1
|
Delta < 1.25^3
|
0.986
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Jasmine
|
https://arxiv.org/abs/2503.15905v1
|
Resolution
|
1024x320
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Jasmine
|
https://arxiv.org/abs/2503.15905v1
|
Mono
|
O
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SCIPaD
|
https://arxiv.org/abs/2407.05283v1
|
absolute relative error
|
0.090
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SCIPaD
|
https://arxiv.org/abs/2407.05283v1
|
RMSE
|
4.056
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SCIPaD
|
https://arxiv.org/abs/2407.05283v1
|
Sq Rel
|
0.650
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SCIPaD
|
https://arxiv.org/abs/2407.05283v1
|
RMSE log
|
0.166
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SCIPaD
|
https://arxiv.org/abs/2407.05283v1
|
Delta < 1.25
|
0.918
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SCIPaD
|
https://arxiv.org/abs/2407.05283v1
|
Delta < 1.25^2
|
0.970
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SCIPaD
|
https://arxiv.org/abs/2407.05283v1
|
Delta < 1.25^3
|
0.985
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SCIPaD
|
https://arxiv.org/abs/2407.05283v1
|
Resolution
|
640x192
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DCPI-Depth (M+1024x320)
|
https://arxiv.org/abs/2405.16960v2
|
absolute relative error
|
0.090
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DCPI-Depth (M+1024x320)
|
https://arxiv.org/abs/2405.16960v2
|
RMSE
|
4.113
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DCPI-Depth (M+1024x320)
|
https://arxiv.org/abs/2405.16960v2
|
Sq Rel
|
0.655
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DCPI-Depth (M+1024x320)
|
https://arxiv.org/abs/2405.16960v2
|
RMSE log
|
0.167
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DCPI-Depth (M+1024x320)
|
https://arxiv.org/abs/2405.16960v2
|
Delta < 1.25
|
0.914
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DCPI-Depth (M+1024x320)
|
https://arxiv.org/abs/2405.16960v2
|
Delta < 1.25^2
|
0.969
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DCPI-Depth (M+1024x320)
|
https://arxiv.org/abs/2405.16960v2
|
Delta < 1.25^3
|
0.985
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DCPI-Depth (M+1024x320)
|
https://arxiv.org/abs/2405.16960v2
|
Mono
|
O
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
EPCDepth(S+1024x320)
|
https://arxiv.org/abs/2109.12484v1
|
absolute relative error
|
0.091
|
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