# Dynamic Surface Reconstruction on DT4D (test) Source: [Dynamic Surface Reconstruction on DT4D (test)]() Collection index: [llms.txt]() Data updated: 2026-03-26T14:07:48.550Z Evaluation of dynamic surface reconstruction performance on the test split of the DT4D dataset, reporting metrics including Chamfer Distance (CD), Normal Consistency (NC), Fidelity (F-0.5%), Correspondence (Corr.), and processing time. 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 | Dynamic Surface Reconstruction | | Dataset (including any stated split) | DT4D (test) | | Metric | Chamfer Distance (CD) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 6 of 6 | | 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 (CD)](): Lower is better; unit: SCALAR. - [Normal Consistency (NC)](): Higher is better; unit: PERCENT. - [Fidelity (F-0.5%)](): Higher is better; unit: PERCENT. - [Correspondence (Corr.)](): Higher is better; unit: PERCENT. - [Processing Time (s)](): Lower is better; unit: TIME. ## Recorded results | Method | Chamfer Distance (CD) | Result date | Report paper | | --- | --- | --- | --- | | Neu-PiG | 0.87 | Not recorded | 699fd39f2d603e6de3e3c079 | | Neu-PiG | 0.96 | Not recorded | 699fd39f2d603e6de3e3c079 | | PDG | 1.67 | Not recorded | 699fd39f2d603e6de3e3c079 | | M2V | 7.61 | Not recorded | 699fd39f2d603e6de3e3c079 | | DynoSurf | 15.18 | Not recorded | 699fd39f2d603e6de3e3c079 | | CaDeX | 56.51 | Not recorded | 699fd39f2d603e6de3e3c079 | ### Neu-PiG Chamfer Distance (CD): 0.87. Result ID: 69c53d9947f34ce924af07f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimization strategy (Training-free vs Learning-based)":"Training-free","Optimization length (epochs)":"1000"}. This record does not assert independent reproduction. ### Neu-PiG Chamfer Distance (CD): 0.96. Result ID: 69c53d9947f34ce924af07f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimization strategy (Training-free vs Learning-based)":"Training-free","Optimization length (epochs)":"250"}. This record does not assert independent reproduction. ### PDG Chamfer Distance (CD): 1.67. Result ID: 69c53d9947f34ce924af07f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimization strategy (Training-free vs Learning-based)":"Training-free"}. This record does not assert independent reproduction. ### M2V Chamfer Distance (CD): 7.61. Result ID: 69c53d9947f34ce924af07f1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Optimization strategy (Training-free vs Learning-based)":"Learning-based"}. This record does not assert independent reproduction. ### DynoSurf Chamfer Distance (CD): 15.18. Result ID: 69c53d9947f34ce924af07f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimization strategy (Training-free vs Learning-based)":"Training-free"}. This record does not assert independent reproduction. ### CaDeX Chamfer Distance (CD): 56.51. Result ID: 69c53d9947f34ce924af07ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Optimization strategy (Training-free vs Learning-based)":"Learning-based"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.