task_path
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⌀ | dataset
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⌀ | model_name
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⌀ | metric_value
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9.22k
⌀ |
|---|---|---|---|---|---|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
EPCDepth(S+1024x320)
|
https://arxiv.org/abs/2109.12484v1
|
RMSE
|
4.207
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
EPCDepth(S+1024x320)
|
https://arxiv.org/abs/2109.12484v1
|
Sq Rel
|
0.646
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
EPCDepth(S+1024x320)
|
https://arxiv.org/abs/2109.12484v1
|
RMSE log
|
0.176
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
EPCDepth(S+1024x320)
|
https://arxiv.org/abs/2109.12484v1
|
Delta < 1.25
|
0.901
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
EPCDepth(S+1024x320)
|
https://arxiv.org/abs/2109.12484v1
|
Delta < 1.25^2
|
0.966
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
EPCDepth(S+1024x320)
|
https://arxiv.org/abs/2109.12484v1
|
Delta < 1.25^3
|
0.983
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
EPCDepth(S+1024x320)
|
https://arxiv.org/abs/2109.12484v1
|
Resolution
|
1024x320
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
EPCDepth(S+1024x320)
|
https://arxiv.org/abs/2109.12484v1
|
Mono
|
X
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Manydepth2(M+640x192)
|
https://arxiv.org/abs/2312.15268v8
|
absolute relative error
|
0.091
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Manydepth2(M+640x192)
|
https://arxiv.org/abs/2312.15268v8
|
RMSE
|
4.232
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Manydepth2(M+640x192)
|
https://arxiv.org/abs/2312.15268v8
|
Sq Rel
|
0.649
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Manydepth2(M+640x192)
|
https://arxiv.org/abs/2312.15268v8
|
RMSE log
|
0.170
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Manydepth2(M+640x192)
|
https://arxiv.org/abs/2312.15268v8
|
Delta < 1.25
|
0.909
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Manydepth2(M+640x192)
|
https://arxiv.org/abs/2312.15268v8
|
Delta < 1.25^2
|
0.968
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Manydepth2(M+640x192)
|
https://arxiv.org/abs/2312.15268v8
|
Delta < 1.25^3
|
0.984
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Manydepth2(M+640x192)
|
https://arxiv.org/abs/2312.15268v8
|
Resolution
|
640x192
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Manydepth2(M+640x192)
|
https://arxiv.org/abs/2312.15268v8
|
Mono
|
O
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono-8M
|
https://arxiv.org/abs/2408.14177v1
|
absolute relative error
|
0.092
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono-8M
|
https://arxiv.org/abs/2408.14177v1
|
RMSE
|
4.194
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono-8M
|
https://arxiv.org/abs/2408.14177v1
|
Sq Rel
|
0.646
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono-8M
|
https://arxiv.org/abs/2408.14177v1
|
RMSE log
|
0.165
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono-8M
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25
|
0.910
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono-8M
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25^2
|
0.970
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono-8M
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25^3
|
0.986
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono-8M
|
https://arxiv.org/abs/2408.14177v1
|
Resolution
|
640x192
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono-8M
|
https://arxiv.org/abs/2408.14177v1
|
Mono
|
O
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
MonoViT(MS+1024x320)
|
https://arxiv.org/abs/2208.03543v1
|
absolute relative error
|
0.093
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
MonoViT(MS+1024x320)
|
https://arxiv.org/abs/2208.03543v1
|
RMSE
|
4.202
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
MonoViT(MS+1024x320)
|
https://arxiv.org/abs/2208.03543v1
|
Sq Rel
|
0.671
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
MonoViT(MS+1024x320)
|
https://arxiv.org/abs/2208.03543v1
|
RMSE log
|
0.169
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
MonoViT(MS+1024x320)
|
https://arxiv.org/abs/2208.03543v1
|
Delta < 1.25
|
0.912
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
MonoViT(MS+1024x320)
|
https://arxiv.org/abs/2208.03543v1
|
Delta < 1.25^2
|
0.969
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
MonoViT(MS+1024x320)
|
https://arxiv.org/abs/2208.03543v1
|
Delta < 1.25^3
|
0.985
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
MonoViT(MS+1024x320)
|
https://arxiv.org/abs/2208.03543v1
|
Resolution
|
1024x320
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
MonoViT(MS+1024x320)
|
https://arxiv.org/abs/2208.03543v1
|
Mono
|
X
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Manydepth2-NF(M+640x192)
|
https://arxiv.org/abs/2312.15268v8
|
absolute relative error
|
0.094
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Manydepth2-NF(M+640x192)
|
https://arxiv.org/abs/2312.15268v8
|
RMSE
|
4.246
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Manydepth2-NF(M+640x192)
|
https://arxiv.org/abs/2312.15268v8
|
Sq Rel
|
0.676
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Manydepth2-NF(M+640x192)
|
https://arxiv.org/abs/2312.15268v8
|
RMSE log
|
0.170
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Manydepth2-NF(M+640x192)
|
https://arxiv.org/abs/2312.15268v8
|
Delta < 1.25
|
0.909
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Manydepth2-NF(M+640x192)
|
https://arxiv.org/abs/2312.15268v8
|
Delta < 1.25^2
|
0.968
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Manydepth2-NF(M+640x192)
|
https://arxiv.org/abs/2312.15268v8
|
Delta < 1.25^3
|
0.985
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Manydepth2-NF(M+640x192)
|
https://arxiv.org/abs/2312.15268v8
|
Resolution
|
640x192
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Manydepth2-NF(M+640x192)
|
https://arxiv.org/abs/2312.15268v8
|
Mono
|
O
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DIFFNet (MS+1024x320)
|
https://arxiv.org/abs/2110.09482v3
|
absolute relative error
|
0.094
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DIFFNet (MS+1024x320)
|
https://arxiv.org/abs/2110.09482v3
|
RMSE
|
4.250
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DIFFNet (MS+1024x320)
|
https://arxiv.org/abs/2110.09482v3
|
Sq Rel
|
0.678
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DIFFNet (MS+1024x320)
|
https://arxiv.org/abs/2110.09482v3
|
RMSE log
|
0.172
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DIFFNet (MS+1024x320)
|
https://arxiv.org/abs/2110.09482v3
|
Delta < 1.25
|
0.911
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DIFFNet (MS+1024x320)
|
https://arxiv.org/abs/2110.09482v3
|
Delta < 1.25^2
|
0.968
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DIFFNet (MS+1024x320)
|
https://arxiv.org/abs/2110.09482v3
|
Delta < 1.25^3
|
0.984
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DIFFNet (MS+1024x320)
|
https://arxiv.org/abs/2110.09482v3
|
Mono
|
X
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DCPI-Depth (M+640x192)
|
https://arxiv.org/abs/2405.16960v2
|
absolute relative error
|
0.095
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DCPI-Depth (M+640x192)
|
https://arxiv.org/abs/2405.16960v2
|
RMSE
|
4.274
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DCPI-Depth (M+640x192)
|
https://arxiv.org/abs/2405.16960v2
|
Sq Rel
|
0.662
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DCPI-Depth (M+640x192)
|
https://arxiv.org/abs/2405.16960v2
|
RMSE log
|
0.170
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DCPI-Depth (M+640x192)
|
https://arxiv.org/abs/2405.16960v2
|
Delta < 1.25
|
0.902
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DCPI-Depth (M+640x192)
|
https://arxiv.org/abs/2405.16960v2
|
Delta < 1.25^2
|
0.967
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DCPI-Depth (M+640x192)
|
https://arxiv.org/abs/2405.16960v2
|
Delta < 1.25^3
|
0.985
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
TransDSSL
|
https://ieeexplore.ieee.org/document/9851497
|
absolute relative error
|
0.095
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
TransDSSL
|
https://ieeexplore.ieee.org/document/9851497
|
RMSE
|
4.321
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
TransDSSL
|
https://ieeexplore.ieee.org/document/9851497
|
Sq Rel
|
0.711
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
TransDSSL
|
https://ieeexplore.ieee.org/document/9851497
|
RMSE log
|
0.172
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
TransDSSL
|
https://ieeexplore.ieee.org/document/9851497
|
Delta < 1.25
|
0.906
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
TransDSSL
|
https://ieeexplore.ieee.org/document/9851497
|
Delta < 1.25^2
|
0.967
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
TransDSSL
|
https://ieeexplore.ieee.org/document/9851497
|
Delta < 1.25^3
|
0.984
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
TransDSSL
|
https://ieeexplore.ieee.org/document/9851497
|
Mono
|
O
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DS-Depth
|
https://arxiv.org/abs/2308.07225v1
|
absolute relative error
|
0.095
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DS-Depth
|
https://arxiv.org/abs/2308.07225v1
|
RMSE
|
4.329
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DS-Depth
|
https://arxiv.org/abs/2308.07225v1
|
Sq Rel
|
0.698
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DS-Depth
|
https://arxiv.org/abs/2308.07225v1
|
RMSE log
|
0.173
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DS-Depth
|
https://arxiv.org/abs/2308.07225v1
|
Delta < 1.25
|
0.905
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DS-Depth
|
https://arxiv.org/abs/2308.07225v1
|
Delta < 1.25^2
|
0.966
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DS-Depth
|
https://arxiv.org/abs/2308.07225v1
|
Delta < 1.25^3
|
0.984
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
ProDepth(M+640x192)
|
https://arxiv.org/abs/2407.09303v1
|
absolute relative error
|
0.095
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
ProDepth(M+640x192)
|
https://arxiv.org/abs/2407.09303v1
|
RMSE
|
4.345
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
ProDepth(M+640x192)
|
https://arxiv.org/abs/2407.09303v1
|
Sq Rel
|
0.693
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
ProDepth(M+640x192)
|
https://arxiv.org/abs/2407.09303v1
|
RMSE log
|
0.172
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
ProDepth(M+640x192)
|
https://arxiv.org/abs/2407.09303v1
|
Delta < 1.25
|
0.902
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
ProDepth(M+640x192)
|
https://arxiv.org/abs/2407.09303v1
|
Delta < 1.25^2
|
0.967
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
ProDepth(M+640x192)
|
https://arxiv.org/abs/2407.09303v1
|
Delta < 1.25^3
|
0.985
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
ProDepth(M+640x192)
|
https://arxiv.org/abs/2407.09303v1
|
Resolution
|
640x192
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
ProDepth(M+640x192)
|
https://arxiv.org/abs/2407.09303v1
|
Mono
|
O
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
CADepth-Net (MS+1024x320)
|
https://arxiv.org/abs/2112.13047v1
|
absolute relative error
|
0.096
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
CADepth-Net (MS+1024x320)
|
https://arxiv.org/abs/2112.13047v1
|
RMSE
|
4.264
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
CADepth-Net (MS+1024x320)
|
https://arxiv.org/abs/2112.13047v1
|
Sq Rel
|
0.694
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
CADepth-Net (MS+1024x320)
|
https://arxiv.org/abs/2112.13047v1
|
RMSE log
|
0.173
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono
|
https://arxiv.org/abs/2408.14177v1
|
absolute relative error
|
0.096
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono
|
https://arxiv.org/abs/2408.14177v1
|
RMSE
|
4.304
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono
|
https://arxiv.org/abs/2408.14177v1
|
Sq Rel
|
0.684
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono
|
https://arxiv.org/abs/2408.14177v1
|
RMSE log
|
0.171
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25
|
0.903
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25^2
|
0.969
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25^3
|
0.986
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono
|
https://arxiv.org/abs/2408.14177v1
|
Resolution
|
640x192
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono
|
https://arxiv.org/abs/2408.14177v1
|
Mono
|
O
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-SwiftDepth
|
https://arxiv.org/abs/2408.14177v1
|
absolute relative error
|
0.096
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-SwiftDepth
|
https://arxiv.org/abs/2408.14177v1
|
RMSE
|
4.333
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-SwiftDepth
|
https://arxiv.org/abs/2408.14177v1
|
Sq Rel
|
0.697
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-SwiftDepth
|
https://arxiv.org/abs/2408.14177v1
|
RMSE log
|
0.171
|
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