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Models/Metric3D (ConvNeXt-Large, Zero-shot testing)

Metric3D (ConvNeXt-Large, Zero-shot testing)

Reported on 12 benchmarks across 2 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision6 results

Depth EstimationonNYU-Depth V2
Delta < 1.25· uses extra data· 2023-07-20
0.944
best: 0.989 (UniK3D (FT, metric))
Metric3D: Towards Zero-shot Metric 3D Prediction from A Single Image arXiv:2307.10984
Depth EstimationonNYU-Depth V2
Delta < 1.25^2· uses extra data· 2023-07-20
0.986
best: 1 (HybridDepth)
Metric3D: Towards Zero-shot Metric 3D Prediction from A Single Image arXiv:2307.10984
Depth EstimationonNYU-Depth V2
Delta < 1.25^3· uses extra data· 2023-07-20
0.995
best: 1 (HybridDepth)
Metric3D: Towards Zero-shot Metric 3D Prediction from A Single Image arXiv:2307.10984
Depth EstimationonNYU-Depth V2
RMSE· uses extra data· 2023-07-20
0.31
best: 0.013 (Defocus/DepthNet (Normalized))
Metric3D: Towards Zero-shot Metric 3D Prediction from A Single Image arXiv:2307.10984
Depth EstimationonNYU-Depth V2
absolute relative error· uses extra data· 2023-07-20
0.083
best: 0.026 (HybridDepth)
Metric3D: Towards Zero-shot Metric 3D Prediction from A Single Image arXiv:2307.10984
Depth EstimationonNYU-Depth V2
log 10· uses extra data· 2023-07-20
0.035
best: 0.059 (SC-DepthV2)
Metric3D: Towards Zero-shot Metric 3D Prediction from A Single Image arXiv:2307.10984

Methodology6 results

3DonNYU-Depth V2
Delta < 1.25· uses extra data· 2023-07-20
0.944
best: 0.989 (UniK3D (FT, metric))
Metric3D: Towards Zero-shot Metric 3D Prediction from A Single Image arXiv:2307.10984
3DonNYU-Depth V2
Delta < 1.25^2· uses extra data· 2023-07-20
0.986
best: 1 (HybridDepth)
Metric3D: Towards Zero-shot Metric 3D Prediction from A Single Image arXiv:2307.10984
3DonNYU-Depth V2
Delta < 1.25^3· uses extra data· 2023-07-20
0.995
best: 1 (HybridDepth)
Metric3D: Towards Zero-shot Metric 3D Prediction from A Single Image arXiv:2307.10984
3DonNYU-Depth V2
RMSE· uses extra data· 2023-07-20
0.31
best: 0.013 (Defocus/DepthNet (Normalized))
Metric3D: Towards Zero-shot Metric 3D Prediction from A Single Image arXiv:2307.10984
3DonNYU-Depth V2
absolute relative error· uses extra data· 2023-07-20
0.083
best: 0.026 (HybridDepth)
Metric3D: Towards Zero-shot Metric 3D Prediction from A Single Image arXiv:2307.10984
3DonNYU-Depth V2
log 10· uses extra data· 2023-07-20
0.035
best: 0.059 (SC-DepthV2)
Metric3D: Towards Zero-shot Metric 3D Prediction from A Single Image arXiv:2307.10984