# Depth Estimation on Wireframe Projections 1.0 (test) Source: [Depth Estimation on Wireframe Projections 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-16T07:43:17.404Z Evaluation of Depth Estimation performance on the test split of the Wireframe Projections 1.0 dataset, reporting metrics such as NMAE, AbsRel, and delta accuracy thresholds. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Depth Estimation | | Dataset (including any stated split) | Wireframe Projections 1.0 (test) | | Metric | NMAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [NMAE](): Lower is better; unit: SCALAR. - [AbsRel](): Lower is better; unit: SCALAR. - [Delta Accuracy (\< 1.25)](): Higher is better; unit: PERCENT. ## Recorded results | Method | NMAE | Result date | Report paper | | --- | --- | --- | --- | | DinoV2 base XL | 0.031 | Not recorded | 69e06d257d0172140ec7cb80 | | DinoV2 base | 0.036 | Not recorded | 69e06d257d0172140ec7cb80 | | DinoV2 small | 0.041 | Not recorded | 69e06d257d0172140ec7cb80 | | DinoV3 small | 0.042 | Not recorded | 69e06d257d0172140ec7cb80 | | DinoV2 small | 0.043 | Not recorded | 69e06d257d0172140ec7cb80 | | DinoV2 base XL | 0.053 | Not recorded | 69e06d257d0172140ec7cb80 | | VAE encoder | 0.057 | Not recorded | 69e06d257d0172140ec7cb80 | | ViT small scratch | 0.057 | Not recorded | 69e06d257d0172140ec7cb80 | | DinoV2 base | 0.059 | Not recorded | 69e06d257d0172140ec7cb80 | | DinoV2 small | 0.069 | Not recorded | 69e06d257d0172140ec7cb80 | | DinoV3 small | 0.07 | Not recorded | 69e06d257d0172140ec7cb80 | | DinoV2 small | 0.072 | Not recorded | 69e06d257d0172140ec7cb80 | | ViT small scratch | 0.1 | Not recorded | 69e06d257d0172140ec7cb80 | | VAE encoder | 0.101 | Not recorded | 69e06d257d0172140ec7cb80 | | Depth Anything V2 | 0.172 | Not recorded | 69e06d257d0172140ec7cb80 | | Depth Anything V2 | 0.172 | Not recorded | 69e06d257d0172140ec7cb80 | | Baseline (average) | 0.221 | Not recorded | 69e06d257d0172140ec7cb80 | | Baseline (average) | 0.221 | Not recorded | 69e06d257d0172140ec7cb80 | ### DinoV2 base XL NMAE: 0.031. Result ID: 69e0920e47f34ce924c984f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"496M","Data":"1M","GPU Hrs":"240 (5090)","Prediction Mode":"Best Prediction"}. This record does not assert independent reproduction. ### DinoV2 base NMAE: 0.036. Result ID: 69e0920e47f34ce924c984f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"227M","Data":"1M","GPU Hrs":"336","Prediction Mode":"Best Prediction"}. This record does not assert independent reproduction. ### DinoV2 small NMAE: 0.041. Result ID: 69e0920e47f34ce924c984f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"84M","Data":"1M","GPU Hrs":"128","Prediction Mode":"Best Prediction"}. This record does not assert independent reproduction. ### DinoV3 small NMAE: 0.042. Result ID: 69e0920e47f34ce924c984f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"84M","Data":"1M","GPU Hrs":"128","Prediction Mode":"Best Prediction"}. This record does not assert independent reproduction. ### DinoV2 small NMAE: 0.043. Result ID: 69e0920e47f34ce924c984f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"84M","Data":"500K","GPU Hrs":"128","Prediction Mode":"Best Prediction"}. This record does not assert independent reproduction. ### DinoV2 base XL NMAE: 0.053. Result ID: 69e0920e47f34ce924c984f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"496M","Data":"1M","GPU Hrs":"240 (5090)","Prediction Mode":"Average Prediction"}. This record does not assert independent reproduction. ### VAE encoder NMAE: 0.057. Result ID: 69e0920e47f34ce924c984ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"63M","Data":"1M","GPU Hrs":"112","Prediction Mode":"Best Prediction"}. This record does not assert independent reproduction. ### ViT small scratch NMAE: 0.057. Result ID: 69e0920e47f34ce924c984ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"84M","Data":"1M","GPU Hrs":"128","Prediction Mode":"Best Prediction"}. This record does not assert independent reproduction. ### DinoV2 base NMAE: 0.059. Result ID: 69e0920e47f34ce924c984f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"227M","Data":"1M","GPU Hrs":"336","Prediction Mode":"Average Prediction"}. This record does not assert independent reproduction. ### DinoV2 small NMAE: 0.069. Result ID: 69e0920e47f34ce924c984ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"84M","Data":"1M","GPU Hrs":"128","Prediction Mode":"Average Prediction"}. This record does not assert independent reproduction. ### DinoV3 small NMAE: 0.07. Result ID: 69e0920e47f34ce924c984f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"84M","Data":"1M","GPU Hrs":"128","Prediction Mode":"Average Prediction"}. This record does not assert independent reproduction. ### DinoV2 small NMAE: 0.072. Result ID: 69e0920e47f34ce924c984f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"84M","Data":"500K","GPU Hrs":"128","Prediction Mode":"Average Prediction"}. This record does not assert independent reproduction. ### ViT small scratch NMAE: 0.1. Result ID: 69e0920e47f34ce924c984ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"84M","Data":"1M","GPU Hrs":"128","Prediction Mode":"Average Prediction"}. This record does not assert independent reproduction. ### VAE encoder NMAE: 0.101. Result ID: 69e0920e47f34ce924c984eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"63M","Data":"1M","GPU Hrs":"112","Prediction Mode":"Average Prediction"}. This record does not assert independent reproduction. ### Depth Anything V2 NMAE: 0.172. Result ID: 69e0920e47f34ce924c984e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"98M","Prediction Mode":"Average Prediction"}. This record does not assert independent reproduction. ### Depth Anything V2 NMAE: 0.172. Result ID: 69e0920e47f34ce924c984ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"98M","Prediction Mode":"Best Prediction"}. This record does not assert independent reproduction. ### Baseline (average) NMAE: 0.221. Result ID: 69e0920e47f34ce924c984e7. [Reporting paper]() Recorded evaluation configuration: {"Prediction Mode":"Average Prediction"}. This record does not assert independent reproduction. ### Baseline (average) NMAE: 0.221. Result ID: 69e0920e47f34ce924c984e8. [Reporting paper]() Recorded evaluation configuration: {"Prediction Mode":"Best Prediction"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.