# Point Cloud Filtering on PCNet 10K Sparse Laplace noise (synthetic) Source: [Point Cloud Filtering on PCNet 10K Sparse Laplace noise (synthetic)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:38:07.728Z Evaluation of Point Cloud Filtering performance on the PCNet 10K dataset specifically configured with Sparse Laplace noise, reporting metrics such as Chamfer Distance (CD) and Point-to-Mesh (P2M). 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 | Point Cloud Filtering | | Dataset (including any stated split) | PCNet 10K Sparse Laplace noise (synthetic) | | Metric | CD | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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](): Lower is better; unit: SCALAR. - [P2M](): Higher is better; unit: SCALAR. ## Recorded results | Method | CD | Result date | Report paper | | --- | --- | --- | --- | | StraightPCF | 3.156 | Not recorded | 68fa73341e209131cea5b256 | | IterativePFN | 3.189 | Not recorded | 68fa73341e209131cea5b256 | | PointFilter | 3.539 | Not recorded | 68fa73341e209131cea5b256 | | DeepPSR | 3.687 | Not recorded | 68fa73341e209131cea5b256 | | PDFlow | 3.76 | Not recorded | 68fa73341e209131cea5b256 | | Score | 3.968 | Not recorded | 68fa73341e209131cea5b256 | | StraightPCF | 4.468 | Not recorded | 68fa73341e209131cea5b256 | | IterativePFN | 4.894 | Not recorded | 68fa73341e209131cea5b256 | | DeepPSR | 5.452 | Not recorded | 68fa73341e209131cea5b256 | | PointFilter | 5.732 | Not recorded | 68fa73341e209131cea5b256 | | PDFlow | 5.778 | Not recorded | 68fa73341e209131cea5b256 | | StraightPCF | 6.099 | Not recorded | 68fa73341e209131cea5b256 | | Score | 6.193 | Not recorded | 68fa73341e209131cea5b256 | | DeepPSR | 7.142 | Not recorded | 68fa73341e209131cea5b256 | | IterativePFN | 8.173 | Not recorded | 68fa73341e209131cea5b256 | | Score | 8.395 | Not recorded | 68fa73341e209131cea5b256 | | PDFlow | 9.245 | Not recorded | 68fa73341e209131cea5b256 | | PointFilter | 9.821 | Not recorded | 68fa73341e209131cea5b256 | ### StraightPCF CD: 3.156. Result ID: 6992cba93a6c314849118d12. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise":"1%","Resolution":"10K (Sparse)","Parameters":"~530K"}. This record does not assert independent reproduction. ### IterativePFN CD: 3.189. Result ID: 6992cba93a6c314849118d11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"1%","Resolution":"10K (Sparse)"}. This record does not assert independent reproduction. ### PointFilter CD: 3.539. Result ID: 6992cba93a6c314849118d0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"1%","Resolution":"10K (Sparse)"}. This record does not assert independent reproduction. ### DeepPSR CD: 3.687. Result ID: 6992cba93a6c314849118d10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"1%","Resolution":"10K (Sparse)"}. This record does not assert independent reproduction. ### PDFlow CD: 3.76. Result ID: 6992cba93a6c314849118d0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"1%","Resolution":"10K (Sparse)"}. This record does not assert independent reproduction. ### Score CD: 3.968. Result ID: 6992cba93a6c314849118d0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"1%","Resolution":"10K (Sparse)"}. This record does not assert independent reproduction. ### StraightPCF CD: 4.468. Result ID: 6992cba93a6c314849118d18. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise":"2%","Resolution":"10K (Sparse)","Parameters":"~530K"}. This record does not assert independent reproduction. ### IterativePFN CD: 4.894. Result ID: 6992cba93a6c314849118d17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"2%","Resolution":"10K (Sparse)"}. This record does not assert independent reproduction. ### DeepPSR CD: 5.452. Result ID: 6992cba93a6c314849118d16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"2%","Resolution":"10K (Sparse)"}. This record does not assert independent reproduction. ### PointFilter CD: 5.732. Result ID: 6992cba93a6c314849118d14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"2%","Resolution":"10K (Sparse)"}. This record does not assert independent reproduction. ### PDFlow CD: 5.778. Result ID: 6992cba93a6c314849118d15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"2%","Resolution":"10K (Sparse)"}. This record does not assert independent reproduction. ### StraightPCF CD: 6.099. Result ID: 6992cba93a6c314849118d1e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise":"3%","Resolution":"10K (Sparse)","Parameters":"~530K"}. This record does not assert independent reproduction. ### Score CD: 6.193. Result ID: 6992cba93a6c314849118d13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"2%","Resolution":"10K (Sparse)"}. This record does not assert independent reproduction. ### DeepPSR CD: 7.142. Result ID: 6992cba93a6c314849118d1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"3%","Resolution":"10K (Sparse)"}. This record does not assert independent reproduction. ### IterativePFN CD: 8.173. Result ID: 6992cba93a6c314849118d1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"3%","Resolution":"10K (Sparse)"}. This record does not assert independent reproduction. ### Score CD: 8.395. Result ID: 6992cba93a6c314849118d19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"3%","Resolution":"10K (Sparse)"}. This record does not assert independent reproduction. ### PDFlow CD: 9.245. Result ID: 6992cba93a6c314849118d1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"3%","Resolution":"10K (Sparse)"}. This record does not assert independent reproduction. ### PointFilter CD: 9.821. Result ID: 6992cba93a6c314849118d1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"3%","Resolution":"10K (Sparse)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.