Depth Estimation on Wireframe Projections 1.0 (test)
0.031NMAEDinoV2 base XL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DinoV2 base XLParams=496M, Data=1M, GPU Hrs=240 (5090), Prediction Mode=Best Prediction2026.04 | 0.031 | 0.034 | 98.9 | |
| DinoV2 baseParams=227M, Data=1M, GPU Hrs=336, Prediction Mode=Best Prediction2026.04 | 0.036 | 0.039 | 98.7 | |
| DinoV2 smallParams=84M, Data=1M, GPU Hrs=128, Prediction Mode=Best Prediction2026.04 | 0.041 | 0.047 | 98.3 | |
| DinoV3 smallParams=84M, Data=1M, GPU Hrs=128, Prediction Mode=Best Prediction2026.04 | 0.042 | 0.048 | 98.1 | |
| DinoV2 smallParams=84M, Data=500K, GPU Hrs=128, Prediction Mode=Best Prediction2026.04 | 0.043 | 0.047 | 97.8 | |
| DinoV2 base XLParams=496M, Data=1M, GPU Hrs=240 (5090), Prediction Mode=Average Prediction2026.04 | 0.053 | 0.058 | 96 | |
| VAE encoderParams=63M, Data=1M, GPU Hrs=112, Prediction Mode=Best Prediction2026.04 | 0.057 | 0.065 | 96.2 | |
| ViT small scratchParams=84M, Data=1M, GPU Hrs=128, Prediction Mode=Best Prediction2026.04 | 0.057 | 0.065 | 96 | |
| DinoV2 baseParams=227M, Data=1M, GPU Hrs=336, Prediction Mode=Average Prediction2026.04 | 0.059 | 0.065 | 95.6 | |
| DinoV2 smallParams=84M, Data=1M, GPU Hrs=128, Prediction Mode=Average Prediction2026.04 | 0.069 | 0.077 | 94.1 | |
| DinoV3 smallParams=84M, Data=1M, GPU Hrs=128, Prediction Mode=Average Prediction2026.04 | 0.07 | 0.079 | 93.7 | |
| DinoV2 smallParams=84M, Data=500K, GPU Hrs=128, Prediction Mode=Average Prediction2026.04 | 0.072 | 0.081 | 92.7 | |
| ViT small scratchParams=84M, Data=1M, GPU Hrs=128, Prediction Mode=Average Prediction2026.04 | 0.1 | 0.114 | 86.8 | |
| VAE encoderParams=63M, Data=1M, GPU Hrs=112, Prediction Mode=Average Prediction2026.04 | 0.101 | 0.115 | 86.3 | |
| Depth Anything V2Params=98M, Prediction Mode=Average Prediction2026.04 | 0.172 | 0.208 | 64.6 | |
| Depth Anything V2Params=98M, Prediction Mode=Best Prediction2026.04 | 0.172 | 0.208 | 64.6 | |
| Baseline (average)Prediction Mode=Average Prediction2026.04 | 0.221 | 0.262 | 49.9 | |
| Baseline (average)Prediction Mode=Best Prediction2026.04 | 0.221 | 0.262 | 49.9 |