# Surface Reconstruction on ShapeNet 300 points (test) Source: [Surface Reconstruction on ShapeNet 300 points (test)]() Collection index: [llms.txt]() Data updated: 2026-05-26T08:08:17.538Z Evaluation of 3D Surface Reconstruction performance on the specific '300 points' subset of the ShapeNet test split, primarily reporting Chamfer Distance L1 (CDL1) metrics across various object categories. 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) | ShapeNet 300 points (test) | | Metric | CDL1 (Plane) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 - [CDL1 (Plane)](): Lower is better; unit: SCALAR. - [CDL1 (Chair)](): Lower is better; unit: SCALAR. - [CDL1 (Cabinet)](): Lower is better; unit: SCALAR. - [CDL1 (Display)](): Lower is better; unit: SCALAR. - [CDL1 (Vessel)](): Lower is better; unit: SCALAR. - [CDL1 (Table)](): Lower is better; unit: SCALAR. - [CDL1 (Lamp)](): Lower is better; unit: SCALAR. - [CDL1 (Sofa)](): Lower is better; unit: SCALAR. - [Mean CDL1](): Lower is better; unit: SCALAR. ## Recorded results | Method | CDL1 (Plane) | Result date | Report paper | | --- | --- | --- | --- | | Ours | 0.022 | Not recorded | 68fa77ad1e209131cea74ab6 | | NTPS++ | 0.026 | Not recorded | 68fa77ad1e209131cea74ab6 | | NTPS | 0.03 | Not recorded | 68fa77ad1e209131cea74ab6 | | NP | 0.036 | Not recorded | 68fa77ad1e209131cea74ab6 | | Bijective Surface Parameterization | 0.072 | Not recorded | 68fa77ad1e209131cea74ab6 | | NTPS++ | 0.088 | Not recorded | 68fa77ad1e209131cea74ab6 | | NTPS | 0.095 | Not recorded | 68fa77ad1e209131cea74ab6 | | Onsurf | 0.112 | Not recorded | 68fa77ad1e209131cea74ab6 | | Nspline | 0.119 | Not recorded | 68fa77ad1e209131cea74ab6 | | Nspline | 0.127 | Not recorded | 68fa77ad1e209131cea74ab6 | | NP | 0.141 | Not recorded | 68fa77ad1e209131cea74ab6 | | Onsurf | 0.153 | Not recorded | 68fa77ad1e209131cea74ab6 | | SparseOcc | 0.165 | Not recorded | 68fa77ad1e209131cea74ab6 | | SparseOcc | 0.219 | Not recorded | 68fa77ad1e209131cea74ab6 | | NDrop | 0.499 | Not recorded | 68fa77ad1e209131cea74ab6 | | NDrop | 0.755 | Not recorded | 68fa77ad1e209131cea74ab6 | ### Ours CDL1 (Plane): 0.022. Result ID: 6a1554d2fbc373592c0c9695. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Points":"300"}. This record does not assert independent reproduction. ### NTPS++ CDL1 (Plane): 0.026. Result ID: 6a1554d2fbc373592c0c9694. [Reporting paper]() Recorded evaluation configuration: {"Input Points":"300"}. This record does not assert independent reproduction. ### NTPS CDL1 (Plane): 0.03. Result ID: 6a1554d2fbc373592c0c9693. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Points":"300"}. This record does not assert independent reproduction. ### NP CDL1 (Plane): 0.036. Result ID: 6a1554d2fbc373592c0c968f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Points":"300"}. This record does not assert independent reproduction. ### Bijective Surface Parameterization CDL1 (Plane): 0.072. Result ID: 6a1554d2fbc373592c0c9687. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input points":"300"}. This record does not assert independent reproduction. ### NTPS++ CDL1 (Plane): 0.088. Result ID: 6a1554d2fbc373592c0c9686. [Reporting paper]() Recorded evaluation configuration: {"Input points":"300"}. This record does not assert independent reproduction. ### NTPS CDL1 (Plane): 0.095. Result ID: 6a1554d2fbc373592c0c9685. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input points":"300"}. This record does not assert independent reproduction. ### Onsurf CDL1 (Plane): 0.112. Result ID: 6a1554d2fbc373592c0c9691. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Points":"300"}. This record does not assert independent reproduction. ### Nspline CDL1 (Plane): 0.119. Result ID: 6a1554d2fbc373592c0c9680. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input points":"300"}. This record does not assert independent reproduction. ### Nspline CDL1 (Plane): 0.127. Result ID: 6a1554d2fbc373592c0c968e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Points":"300"}. This record does not assert independent reproduction. ### NP CDL1 (Plane): 0.141. Result ID: 6a1554d2fbc373592c0c9681. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input points":"300"}. This record does not assert independent reproduction. ### Onsurf CDL1 (Plane): 0.153. Result ID: 6a1554d2fbc373592c0c9683. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input points":"300"}. This record does not assert independent reproduction. ### SparseOcc CDL1 (Plane): 0.165. Result ID: 6a1554d2fbc373592c0c9692. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Points":"300"}. This record does not assert independent reproduction. ### SparseOcc CDL1 (Plane): 0.219. Result ID: 6a1554d2fbc373592c0c9684. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input points":"300"}. This record does not assert independent reproduction. ### NDrop CDL1 (Plane): 0.499. Result ID: 6a1554d2fbc373592c0c9682. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input points":"300"}. This record does not assert independent reproduction. ### NDrop CDL1 (Plane): 0.755. Result ID: 6a1554d2fbc373592c0c9690. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Points":"300"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.