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Models/Distill Any Depth

Distill Any Depth

Reported on 12 benchmarks across 2 tasks · 1 paper · 6 SOTA

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

Computer Vision6 results

Depth EstimationonScanNetV2
Delta < 1.25· 2025-02-26
0.98
SOTA
Distill Any Depth: Distillation Creates a Stronger Monocular Depth Estimator arXiv:2502.19204
Depth EstimationonScanNetV2
absolute relative error· 2025-02-26
0.042
SOTA
Distill Any Depth: Distillation Creates a Stronger Monocular Depth Estimator arXiv:2502.19204
Depth EstimationonETH3D
Delta < 1.25· 2025-02-26
0.981
SOTA
Distill Any Depth: Distillation Creates a Stronger Monocular Depth Estimator arXiv:2502.19204
Depth EstimationonNYU-Depth V2
Delta < 1.25· 2025-02-26
0.981
best: 0.989 (UniK3D (FT, metric))
Distill Any Depth: Distillation Creates a Stronger Monocular Depth Estimator arXiv:2502.19204
Depth EstimationonNYU-Depth V2
absolute relative error· 2025-02-26
0.043
best: 0.026 (HybridDepth)
Distill Any Depth: Distillation Creates a Stronger Monocular Depth Estimator arXiv:2502.19204
Depth EstimationonETH3D
absolute relative error· 2025-02-26
0.054
best: 0.0121 (HDN)
Distill Any Depth: Distillation Creates a Stronger Monocular Depth Estimator arXiv:2502.19204

Methodology6 results

3DonScanNetV2
Delta < 1.25· 2025-02-26
0.98
SOTA
Distill Any Depth: Distillation Creates a Stronger Monocular Depth Estimator arXiv:2502.19204
3DonScanNetV2
absolute relative error· 2025-02-26
0.042
SOTA
Distill Any Depth: Distillation Creates a Stronger Monocular Depth Estimator arXiv:2502.19204
3DonETH3D
Delta < 1.25· 2025-02-26
0.981
SOTA
Distill Any Depth: Distillation Creates a Stronger Monocular Depth Estimator arXiv:2502.19204
3DonNYU-Depth V2
Delta < 1.25· 2025-02-26
0.981
best: 0.989 (UniK3D (FT, metric))
Distill Any Depth: Distillation Creates a Stronger Monocular Depth Estimator arXiv:2502.19204
3DonNYU-Depth V2
absolute relative error· 2025-02-26
0.043
best: 0.026 (HybridDepth)
Distill Any Depth: Distillation Creates a Stronger Monocular Depth Estimator arXiv:2502.19204
3DonETH3D
absolute relative error· 2025-02-26
0.054
best: 0.0121 (HDN)
Distill Any Depth: Distillation Creates a Stronger Monocular Depth Estimator arXiv:2502.19204