# Surface Reconstruction on 20 real-scanned meshes 1.0 (test) Source: [Surface Reconstruction on 20 real-scanned meshes 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:39:04.744Z Evaluation of 3D Surface Reconstruction performance on the test split of the 20 real-scanned meshes 1.0 dataset, reporting geometric accuracy metrics including Chamfer Distance (dc), F-score, Normal Consistency Score (NCS), and Neural Feature Similarity (NFS). 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 | Surface reconstruction | | Dataset (including any stated split) | 20 real-scanned meshes 1.0 (test) | | Metric | Chamfer Distance (dc) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 14 of 14 | | 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 - [Chamfer Distance (dc)](): Lower is better; unit: SCALAR. - [F-score](): Higher is better; unit: PERCENT. - [Normal Consistency Score (NCS)](): Higher is better; unit: PERCENT. - [Neural Feature Similarity (NFS)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Chamfer Distance (dc) | Result date | Report paper | | --- | --- | --- | --- | | SPSR | 31.05 | Not recorded | 68fa6eea1e209131cea42de9 | | SALD | 31.13 | Not recorded | 68fa6eea1e209131cea42de9 | | GD | 31.72 | Not recorded | 68fa6eea1e209131cea42de9 | | VisCo Grids | 32.11 | Not recorded | 68fa6eea1e209131cea42de9 | | DSE | 32.16 | Not recorded | 68fa6eea1e209131cea42de9 | | IGR | 32.7 | Not recorded | 68fa6eea1e209131cea42de9 | | RIMLS | 32.8 | Not recorded | 68fa6eea1e209131cea42de9 | | IMLSNet | 38.46 | Not recorded | 68fa6eea1e209131cea42de9 | | BPA | 40.37 | Not recorded | 68fa6eea1e209131cea42de9 | | LIG | 48.75 | Not recorded | 68fa6eea1e209131cea42de9 | | Points2Surf | 48.93 | Not recorded | 68fa6eea1e209131cea42de9 | | ParseNet | 149.96 | Not recorded | 68fa6eea1e209131cea42de9 | | OccNet | 232.71 | Not recorded | 68fa6eea1e209131cea42de9 | | DeepSDF | 263.92 | Not recorded | 68fa6eea1e209131cea42de9 | ### SPSR Chamfer Distance (dc): 31.05. Result ID: 699087223a6c3148490134a7. [Reporting paper]() Recorded evaluation configuration: {"Prior":"Smoothness"}. This record does not assert independent reproduction. ### SALD Chamfer Distance (dc): 31.13. Result ID: 699087223a6c3148490134aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior":"Modeling"}. This record does not assert independent reproduction. ### GD Chamfer Distance (dc): 31.72. Result ID: 699087223a6c3148490134a5. [Reporting paper]() Recorded evaluation configuration: {"Prior":"Triangulation-based"}. This record does not assert independent reproduction. ### VisCo Grids Chamfer Distance (dc): 32.11. Result ID: 699087223a6c3148490134a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior":"Smoothness"}. This record does not assert independent reproduction. ### DSE Chamfer Distance (dc): 32.16. Result ID: 699087223a6c3148490134b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior":"Hybrid"}. This record does not assert independent reproduction. ### IGR Chamfer Distance (dc): 32.7. Result ID: 699087223a6c3148490134ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior":"Modeling"}. This record does not assert independent reproduction. ### RIMLS Chamfer Distance (dc): 32.8. Result ID: 699087223a6c3148490134a8. [Reporting paper]() Recorded evaluation configuration: {"Prior":"Smoothness"}. This record does not assert independent reproduction. ### IMLSNet Chamfer Distance (dc): 38.46. Result ID: 699087223a6c3148490134b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior":"Hybrid"}. This record does not assert independent reproduction. ### BPA Chamfer Distance (dc): 40.37. Result ID: 699087223a6c3148490134a6. [Reporting paper]() Recorded evaluation configuration: {"Prior":"Triangulation-based"}. This record does not assert independent reproduction. ### LIG Chamfer Distance (dc): 48.75. Result ID: 699087223a6c3148490134ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior":"Local Learning"}. This record does not assert independent reproduction. ### Points2Surf Chamfer Distance (dc): 48.93. Result ID: 699087223a6c3148490134af. [Reporting paper]() Recorded evaluation configuration: {"Prior":"Local Learning"}. This record does not assert independent reproduction. ### ParseNet Chamfer Distance (dc): 149.96. Result ID: 699087223a6c3148490134b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior":"Hybrid"}. This record does not assert independent reproduction. ### OccNet Chamfer Distance (dc): 232.71. Result ID: 699087223a6c3148490134ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior":"Learning Semantics"}. This record does not assert independent reproduction. ### DeepSDF Chamfer Distance (dc): 263.92. Result ID: 699087223a6c3148490134ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior":"Learning Semantics"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.