# SDF learning on Stanford Meshes Source: [SDF learning on Stanford Meshes]() Collection index: [llms.txt]() Data updated: 2026-05-26T09:11:59.505Z Evaluation of Signed Distance Function (SDF) learning performance on the Stanford Meshes dataset, measured using Gradient Mean Absolute Error (Grad MAE). 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 | SDF learning | | Dataset (including any stated split) | Stanford Meshes | | Metric | Grad MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 12 of 12 | | 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 - [Grad MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Grad MAE | Result date | Report paper | | --- | --- | --- | --- | | Hermite-NGP | 0.0416 | Not recorded | 6a15293cdbd7150506f7e0e3 | | Hermite-NGP | 0.0418 | Not recorded | 6a15293cdbd7150506f7e0e3 | | Hermite-NGP | 0.0453 | Not recorded | 6a15293cdbd7150506f7e0e3 | | Hermite-NGP | 0.0456 | Not recorded | 6a15293cdbd7150506f7e0e3 | | Hermite-NGP | 0.0478 | Not recorded | 6a15293cdbd7150506f7e0e3 | | Hermite-NGP | 0.0516 | Not recorded | 6a15293cdbd7150506f7e0e3 | | NeuralAngelo | 0.0887 | Not recorded | 6a15293cdbd7150506f7e0e3 | | NeuralAngelo | 0.1009 | Not recorded | 6a15293cdbd7150506f7e0e3 | | NeuralAngelo | 0.1064 | Not recorded | 6a15293cdbd7150506f7e0e3 | | NeuralAngelo | 0.1099 | Not recorded | 6a15293cdbd7150506f7e0e3 | | NeuralAngelo | 0.1213 | Not recorded | 6a15293cdbd7150506f7e0e3 | | NeuralAngelo | 0.1322 | Not recorded | 6a15293cdbd7150506f7e0e3 | ### Hermite-NGP Grad MAE: 0.0416. Result ID: 6a1563d7fbc373592c0d0a6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mesh":"Bunny"}. This record does not assert independent reproduction. ### Hermite-NGP Grad MAE: 0.0418. Result ID: 6a1563d7fbc373592c0d0a72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mesh":"Lucy"}. This record does not assert independent reproduction. ### Hermite-NGP Grad MAE: 0.0453. Result ID: 6a1563d7fbc373592c0d0a74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mesh":"Dragon"}. This record does not assert independent reproduction. ### Hermite-NGP Grad MAE: 0.0456. Result ID: 6a1563d7fbc373592c0d0a76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mesh":"Average"}. This record does not assert independent reproduction. ### Hermite-NGP Grad MAE: 0.0478. Result ID: 6a1563d7fbc373592c0d0a6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mesh":"Armadillo"}. This record does not assert independent reproduction. ### Hermite-NGP Grad MAE: 0.0516. Result ID: 6a1563d7fbc373592c0d0a70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mesh":"Fandisk"}. This record does not assert independent reproduction. ### NeuralAngelo Grad MAE: 0.0887. Result ID: 6a1563d7fbc373592c0d0a6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mesh":"Bunny"}. This record does not assert independent reproduction. ### NeuralAngelo Grad MAE: 0.1009. Result ID: 6a1563d7fbc373592c0d0a6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mesh":"Armadillo"}. This record does not assert independent reproduction. ### NeuralAngelo Grad MAE: 0.1064. Result ID: 6a1563d7fbc373592c0d0a71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mesh":"Fandisk"}. This record does not assert independent reproduction. ### NeuralAngelo Grad MAE: 0.1099. Result ID: 6a1563d7fbc373592c0d0a77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mesh":"Average"}. This record does not assert independent reproduction. ### NeuralAngelo Grad MAE: 0.1213. Result ID: 6a1563d7fbc373592c0d0a73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mesh":"Lucy"}. This record does not assert independent reproduction. ### NeuralAngelo Grad MAE: 0.1322. Result ID: 6a1563d7fbc373592c0d0a75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mesh":"Dragon"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.