# Crown Generation on Dental Crown Design Dataset Source: [Crown Generation on Dental Crown Design Dataset]() Collection index: [llms.txt]() Data updated: 2026-03-06T07:58:34.752Z Evaluation of 3D dental crown generation models using the Dental Crown Design Dataset, assessed using various surface distance metrics (CD-L2, Fidelity Distance, Hausdorff Distance) and F-scores, often segmented by tooth type (Premolar/Molar). 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 | Crown Generation | | Dataset (including any stated split) | Dental Crown Design Dataset | | Metric | CD-L2 (Premolar) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 11 of 11 | | 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 - [CD-L2 (Premolar)](): Lower is better; unit: SCALAR. - [CD-L2 (Molar)](): Lower is better; unit: SCALAR. - [CD-L2 (Overall)](): Lower is better; unit: SCALAR. - [Fidelity Distance (Premolar)](): Lower is better; unit: SCALAR. - [Fidelity Distance (Molar)](): Lower is better; unit: SCALAR. - [Fidelity Distance (Overall)](): Lower is better; unit: SCALAR. - [Hausdorff Distance (Premolar)](): Lower is better; unit: SCALAR. - [Hausdorff Distance (Molar)](): Lower is better; unit: SCALAR. - [Hausdorff Distance (Overall)](): Lower is better; unit: SCALAR. - [F-score (Premolar)](): Higher is better; unit: PERCENT. - [F-score (Molar)](): Higher is better; unit: PERCENT. - [F-score (Overall)](): Higher is better; unit: PERCENT. ## Recorded results | Method | CD-L2 (Premolar) | Result date | Report paper | | --- | --- | --- | --- | | MADCrowner | 0.176 | Not recorded | 69aa5f692d603e6de3e41760 | | MADCrowner | 0.198 | Not recorded | 69aa5f692d603e6de3e41760 | | GRnet+SAP | 0.212 | Not recorded | 69aa5f692d603e6de3e41760 | | VBCD | 0.212 | Not recorded | 69aa5f692d603e6de3e41760 | | DMCv2 | 0.227 | Not recorded | 69aa5f692d603e6de3e41760 | | Diffusion SDF | 0.228 | Not recorded | 69aa5f692d603e6de3e41760 | | GRnet | 0.23 | Not recorded | 69aa5f692d603e6de3e41760 | | DMCv2 | 0.259 | Not recorded | 69aa5f692d603e6de3e41760 | | PCN | 0.271 | Not recorded | 69aa5f692d603e6de3e41760 | | TopNet | 0.354 | Not recorded | 69aa5f692d603e6de3e41760 | | MADCrowner | 0.556 | Not recorded | 69aa5f692d603e6de3e41760 | ### MADCrowner CD-L2 (Premolar): 0.176. Result ID: 69aa88856dbb7075b954155d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reconstruction Phase":"Before Mesh Reconstruction"}. This record does not assert independent reproduction. ### MADCrowner CD-L2 (Premolar): 0.198. Result ID: 69aa88856dbb7075b9541550. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Post-processing":"true"}. This record does not assert independent reproduction. ### GRnet+SAP CD-L2 (Premolar): 0.212. Result ID: 69aa88856dbb7075b954154c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Post-processing":"true"}. This record does not assert independent reproduction. ### VBCD CD-L2 (Premolar): 0.212. Result ID: 69aa88856dbb7075b954154e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Post-processing":"true"}. This record does not assert independent reproduction. ### DMCv2 CD-L2 (Premolar): 0.227. Result ID: 69aa88856dbb7075b954155c. [Reporting paper]() Recorded evaluation configuration: {"Reconstruction Phase":"Before Mesh Reconstruction"}. This record does not assert independent reproduction. ### Diffusion SDF CD-L2 (Premolar): 0.228. Result ID: 69aa88856dbb7075b954154f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Post-processing":"true"}. This record does not assert independent reproduction. ### GRnet CD-L2 (Premolar): 0.23. Result ID: 69aa88856dbb7075b954155b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"SAP (Surface-Aware Point-to-Mesh)":"true","Reconstruction Phase":"Before Mesh Reconstruction"}. This record does not assert independent reproduction. ### DMCv2 CD-L2 (Premolar): 0.259. Result ID: 69aa88856dbb7075b954154d. [Reporting paper]() Recorded evaluation configuration: {"Post-processing":"true"}. This record does not assert independent reproduction. ### PCN CD-L2 (Premolar): 0.271. Result ID: 69aa88856dbb7075b9541559. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"SAP (Surface-Aware Point-to-Mesh)":"true","Reconstruction Phase":"Before Mesh Reconstruction"}. This record does not assert independent reproduction. ### TopNet CD-L2 (Premolar): 0.354. Result ID: 69aa88856dbb7075b954155a. [Reporting paper]() Recorded evaluation configuration: {"SAP (Surface-Aware Point-to-Mesh)":"true","Reconstruction Phase":"Before Mesh Reconstruction"}. This record does not assert independent reproduction. ### MADCrowner CD-L2 (Premolar): 0.556. Result ID: 69aa88856dbb7075b9541551. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Post-processing":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.