task_path
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⌀ | dataset
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⌀ | model_name
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⌀ | metric_name
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⌀ | metric_value
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9.22k
⌀ |
|---|---|---|---|---|---|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-SwiftDepth
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25
|
0.905
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-SwiftDepth
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25^2
|
0.969
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-SwiftDepth
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25^3
|
0.986
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-SwiftDepth
|
https://arxiv.org/abs/2408.14177v1
|
Resolution
|
640x192
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-SwiftDepth
|
https://arxiv.org/abs/2408.14177v1
|
Mono
|
O
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DynamicDepth (M+640x192)
|
https://arxiv.org/abs/2203.15174v2
|
absolute relative error
|
0.096
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DynamicDepth (M+640x192)
|
https://arxiv.org/abs/2203.15174v2
|
RMSE
|
4.458
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DynamicDepth (M+640x192)
|
https://arxiv.org/abs/2203.15174v2
|
Sq Rel
|
0.720
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DynamicDepth (M+640x192)
|
https://arxiv.org/abs/2203.15174v2
|
RMSE log
|
0.175
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DynamicDepth (M+640x192)
|
https://arxiv.org/abs/2203.15174v2
|
Delta < 1.25
|
0.897
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DynamicDepth (M+640x192)
|
https://arxiv.org/abs/2203.15174v2
|
Delta < 1.25^2
|
0.964
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DynamicDepth (M+640x192)
|
https://arxiv.org/abs/2203.15174v2
|
Delta < 1.25^3
|
0.984
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
DynamicDepth (M+640x192)
|
https://arxiv.org/abs/2203.15174v2
|
Mono
|
X
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-MD2-R50
|
https://arxiv.org/abs/2408.14177v1
|
absolute relative error
|
0.097
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-MD2-R50
|
https://arxiv.org/abs/2408.14177v1
|
RMSE
|
4.377
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-MD2-R50
|
https://arxiv.org/abs/2408.14177v1
|
Sq Rel
|
0.721
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-MD2-R50
|
https://arxiv.org/abs/2408.14177v1
|
RMSE log
|
0.172
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-MD2-R50
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25
|
0.904
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-MD2-R50
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25^2
|
0.968
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-MD2-R50
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25^3
|
0.985
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-MD2-R50
|
https://arxiv.org/abs/2408.14177v1
|
Resolution
|
640x192
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-MD2-R50
|
https://arxiv.org/abs/2408.14177v1
|
Mono
|
O
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SCIPaD(M+640x192)
|
https://arxiv.org/abs/2407.05283v1
|
absolute relative error
|
0.098
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SCIPaD(M+640x192)
|
https://arxiv.org/abs/2407.05283v1
|
RMSE
|
4.391
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SCIPaD(M+640x192)
|
https://arxiv.org/abs/2407.05283v1
|
Sq Rel
|
0.732
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SCIPaD(M+640x192)
|
https://arxiv.org/abs/2407.05283v1
|
RMSE log
|
0.175
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SCIPaD(M+640x192)
|
https://arxiv.org/abs/2407.05283v1
|
Delta < 1.25
|
0.897
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SCIPaD(M+640x192)
|
https://arxiv.org/abs/2407.05283v1
|
Delta < 1.25^2
|
0.964
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SCIPaD(M+640x192)
|
https://arxiv.org/abs/2407.05283v1
|
Delta < 1.25^3
|
0.983
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SCIPaD(M+640x192)
|
https://arxiv.org/abs/2407.05283v1
|
Resolution
|
640x192
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
SCIPaD(M+640x192)
|
https://arxiv.org/abs/2407.05283v1
|
Mono
|
O
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-SwiftDepth-S
|
https://arxiv.org/abs/2408.14177v1
|
absolute relative error
|
0.098
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-SwiftDepth-S
|
https://arxiv.org/abs/2408.14177v1
|
RMSE
|
4.401
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-SwiftDepth-S
|
https://arxiv.org/abs/2408.14177v1
|
Sq Rel
|
0.733
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-SwiftDepth-S
|
https://arxiv.org/abs/2408.14177v1
|
RMSE log
|
0.174
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-SwiftDepth-S
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25
|
0.901
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-SwiftDepth-S
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25^2
|
0.968
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-SwiftDepth-S
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25^3
|
0.985
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-SwiftDepth-S
|
https://arxiv.org/abs/2408.14177v1
|
Resolution
|
640x192
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-SwiftDepth-S
|
https://arxiv.org/abs/2408.14177v1
|
Mono
|
O
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
CREMono(M + 1024x320 + Res50)
|
https://link.springer.com/chapter/10.1007/978-3-031-19769-7_18
|
absolute relative error
|
0.099
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
CREMono(M + 1024x320 + Res50)
|
https://link.springer.com/chapter/10.1007/978-3-031-19769-7_18
|
RMSE
|
4.165
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
CREMono(M + 1024x320 + Res50)
|
https://link.springer.com/chapter/10.1007/978-3-031-19769-7_18
|
Sq Rel
|
0.624
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
CREMono(M + 1024x320 + Res50)
|
https://link.springer.com/chapter/10.1007/978-3-031-19769-7_18
|
RMSE log
|
0.171
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
CREMono(M + 1024x320 + Res50)
|
https://link.springer.com/chapter/10.1007/978-3-031-19769-7_18
|
Delta < 1.25
|
0.902
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
CREMono(M + 1024x320 + Res50)
|
https://link.springer.com/chapter/10.1007/978-3-031-19769-7_18
|
Delta < 1.25^2
|
0.969
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
CREMono(M + 1024x320 + Res50)
|
https://link.springer.com/chapter/10.1007/978-3-031-19769-7_18
|
Delta < 1.25^3
|
0.986
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono-S
|
https://arxiv.org/abs/2408.14177v1
|
absolute relative error
|
0.099
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono-S
|
https://arxiv.org/abs/2408.14177v1
|
RMSE
|
4.370
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono-S
|
https://arxiv.org/abs/2408.14177v1
|
Sq Rel
|
0.709
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono-S
|
https://arxiv.org/abs/2408.14177v1
|
RMSE log
|
0.172
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono-S
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25
|
0.898
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono-S
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25^2
|
0.967
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono-S
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25^3
|
0.986
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono-S
|
https://arxiv.org/abs/2408.14177v1
|
Resolution
|
640x192
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
NimbleD-LiteMono-S
|
https://arxiv.org/abs/2408.14177v1
|
Mono
|
O
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
FeatDepth-MS
|
https://arxiv.org/abs/2007.10603v1
|
absolute relative error
|
0.099
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
FeatDepth-MS
|
https://arxiv.org/abs/2007.10603v1
|
RMSE
|
4.427
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
FeatDepth-MS
|
https://arxiv.org/abs/2007.10603v1
|
Sq Rel
|
0.697
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
FeatDepth-MS
|
https://arxiv.org/abs/2007.10603v1
|
RMSE log
|
0.184
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
FeatDepth-MS
|
https://arxiv.org/abs/2007.10603v1
|
Delta < 1.25
|
0.889
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
FeatDepth-MS
|
https://arxiv.org/abs/2007.10603v1
|
Delta < 1.25^2
|
0.963
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
FeatDepth-MS
|
https://arxiv.org/abs/2007.10603v1
|
Delta < 1.25^3
|
0.982
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
VTDepthB2 (stereo supervision)
|
https://ieeexplore.ieee.org/document/9995672
|
absolute relative error
|
0.099
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
VTDepthB2 (stereo supervision)
|
https://ieeexplore.ieee.org/document/9995672
|
RMSE
|
4.439
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
VTDepthB2 (stereo supervision)
|
https://ieeexplore.ieee.org/document/9995672
|
Sq Rel
|
0.743
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
VTDepthB2 (stereo supervision)
|
https://ieeexplore.ieee.org/document/9995672
|
RMSE log
|
0.178
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
VTDepthB2 (stereo supervision)
|
https://ieeexplore.ieee.org/document/9995672
|
Delta < 1.25
|
0.904
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
VTDepthB2 (stereo supervision)
|
https://ieeexplore.ieee.org/document/9995672
|
Delta < 1.25^2
|
0.965
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
VTDepthB2 (stereo supervision)
|
https://ieeexplore.ieee.org/document/9995672
|
Delta < 1.25^3
|
0.983
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
EPCDepth(S+640x192)
|
https://arxiv.org/abs/2109.12484v1
|
absolute relative error
|
0.099
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
EPCDepth(S+640x192)
|
https://arxiv.org/abs/2109.12484v1
|
RMSE
|
4.490
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
EPCDepth(S+640x192)
|
https://arxiv.org/abs/2109.12484v1
|
Sq Rel
|
0.754
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
EPCDepth(S+640x192)
|
https://arxiv.org/abs/2109.12484v1
|
RMSE log
|
0.183
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
EPCDepth(S+640x192)
|
https://arxiv.org/abs/2109.12484v1
|
Delta < 1.25
|
0.888
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
EPCDepth(S+640x192)
|
https://arxiv.org/abs/2109.12484v1
|
Delta < 1.25^2
|
0.963
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
EPCDepth(S+640x192)
|
https://arxiv.org/abs/2109.12484v1
|
Delta < 1.25^3
|
0.982
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-MD2-R18
|
https://arxiv.org/abs/2408.14177v1
|
absolute relative error
|
0.100
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-MD2-R18
|
https://arxiv.org/abs/2408.14177v1
|
RMSE
|
4.440
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-MD2-R18
|
https://arxiv.org/abs/2408.14177v1
|
Sq Rel
|
0.739
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-MD2-R18
|
https://arxiv.org/abs/2408.14177v1
|
RMSE log
|
0.175
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-MD2-R18
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25
|
0.898
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-MD2-R18
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25^2
|
0.967
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-MD2-R18
|
https://arxiv.org/abs/2408.14177v1
|
Delta < 1.25^3
|
0.985
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-MD2-R18
|
https://arxiv.org/abs/2408.14177v1
|
Resolution
|
640x192
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
Nimbled-MD2-R18
|
https://arxiv.org/abs/2408.14177v1
|
Mono
|
O
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
MonoDEVSNet
|
https://arxiv.org/abs/2103.12209v3
|
absolute relative error
|
0.101
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
MonoDEVSNet
|
https://arxiv.org/abs/2103.12209v3
|
RMSE
|
4.413
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
MonoDEVSNet
|
https://arxiv.org/abs/2103.12209v3
|
Sq Rel
|
0.703
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
MonoDEVSNet
|
https://arxiv.org/abs/2103.12209v3
|
Delta < 1.25
|
0.882
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
MonoDEVSNet
|
https://arxiv.org/abs/2103.12209v3
|
Delta < 1.25^2
|
0.962
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
HR-Depth-MS-1024X320
|
https://arxiv.org/abs/2012.07356v1
|
absolute relative error
|
0.101
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
X-Distill (M+1024x320)
|
https://arxiv.org/abs/2110.12516v1
|
absolute relative error
|
0.102
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
X-Distill (M+1024x320)
|
https://arxiv.org/abs/2110.12516v1
|
RMSE
|
4.439
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
X-Distill (M+1024x320)
|
https://arxiv.org/abs/2110.12516v1
|
Sq Rel
|
0.698
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
X-Distill (M+1024x320)
|
https://arxiv.org/abs/2110.12516v1
|
RMSE log
|
0.180
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
X-Distill (M+1024x320)
|
https://arxiv.org/abs/2110.12516v1
|
Delta < 1.25
|
0.895
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
X-Distill (M+1024x320)
|
https://arxiv.org/abs/2110.12516v1
|
Delta < 1.25^2
|
0.965
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
X-Distill (M+1024x320)
|
https://arxiv.org/abs/2110.12516v1
|
Delta < 1.25^3
|
0.983
|
Depth Estimation > Monocular Depth Estimation
|
KITTI Eigen split unsupervised
|
CamLessMonoDepth-1024x320
|
https://arxiv.org/abs/2110.14347v1
|
absolute relative error
|
0.102
|
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