# Point Cloud Filtering on PUNet Dense 50K Source: [Point Cloud Filtering on PUNet Dense 50K]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:38:07.657Z Evaluation of point cloud filtering performance on the PUNet Dense 50K dataset, 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) | PUNet Dense 50K | | 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](): Lower is better; unit: SCALAR. ## Recorded results | Method | CD | Result date | Report paper | | --- | --- | --- | --- | | StraightPCF | 0.556 | Not recorded | 68fa73341e209131cea5b256 | | IterativePFN | 0.602 | Not recorded | 68fa73341e209131cea5b256 | | DeepPSR | 0.644 | Not recorded | 68fa73341e209131cea5b256 | | PDFlow | 0.653 | Not recorded | 68fa73341e209131cea5b256 | | Score | 0.711 | Not recorded | 68fa73341e209131cea5b256 | | PointFilter | 0.757 | Not recorded | 68fa73341e209131cea5b256 | | StraightPCF | 0.798 | Not recorded | 68fa73341e209131cea5b256 | | IterativePFN | 0.83 | Not recorded | 68fa73341e209131cea5b256 | | PointFilter | 0.964 | Not recorded | 68fa73341e209131cea5b256 | | DeepPSR | 1.036 | Not recorded | 68fa73341e209131cea5b256 | | PDFlow | 1.197 | Not recorded | 68fa73341e209131cea5b256 | | Score | 1.319 | Not recorded | 68fa73341e209131cea5b256 | | DeepPSR | 1.521 | Not recorded | 68fa73341e209131cea5b256 | | StraightPCF | 1.662 | Not recorded | 68fa73341e209131cea5b256 | | PointFilter | 1.918 | Not recorded | 68fa73341e209131cea5b256 | | PDFlow | 2.08 | Not recorded | 68fa73341e209131cea5b256 | | Score | 2.087 | Not recorded | 68fa73341e209131cea5b256 | | IterativePFN | 2.425 | Not recorded | 68fa73341e209131cea5b256 | ### StraightPCF CD: 0.556. Result ID: 6992cba93a6c314849118cb8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise":"1%","Number of Parameters":"530K"}. This record does not assert independent reproduction. ### IterativePFN CD: 0.602. Result ID: 6992cba93a6c314849118cb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"1%","Number of Parameters":"~3.1M"}. This record does not assert independent reproduction. ### DeepPSR CD: 0.644. Result ID: 6992cba93a6c314849118cb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"1%"}. This record does not assert independent reproduction. ### PDFlow CD: 0.653. Result ID: 6992cba93a6c314849118cb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"1%"}. This record does not assert independent reproduction. ### Score CD: 0.711. Result ID: 6992cba93a6c314849118cb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"1%"}. This record does not assert independent reproduction. ### PointFilter CD: 0.757. Result ID: 6992cba93a6c314849118cb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"1%"}. This record does not assert independent reproduction. ### StraightPCF CD: 0.798. Result ID: 6992cba93a6c314849118cbe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise":"2%","Number of Parameters":"530K"}. This record does not assert independent reproduction. ### IterativePFN CD: 0.83. Result ID: 6992cba93a6c314849118cbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"2%","Number of Parameters":"~3.1M"}. This record does not assert independent reproduction. ### PointFilter CD: 0.964. Result ID: 6992cba93a6c314849118cba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"2%"}. This record does not assert independent reproduction. ### DeepPSR CD: 1.036. Result ID: 6992cba93a6c314849118cbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"2%"}. This record does not assert independent reproduction. ### PDFlow CD: 1.197. Result ID: 6992cba93a6c314849118cbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"2%"}. This record does not assert independent reproduction. ### Score CD: 1.319. Result ID: 6992cba93a6c314849118cb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"2%"}. This record does not assert independent reproduction. ### DeepPSR CD: 1.521. Result ID: 6992cba93a6c314849118cc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"3%"}. This record does not assert independent reproduction. ### StraightPCF CD: 1.662. Result ID: 6992cba93a6c314849118cc4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise":"3%","Number of Parameters":"530K"}. This record does not assert independent reproduction. ### PointFilter CD: 1.918. Result ID: 6992cba93a6c314849118cc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"3%"}. This record does not assert independent reproduction. ### PDFlow CD: 2.08. Result ID: 6992cba93a6c314849118cc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"3%"}. This record does not assert independent reproduction. ### Score CD: 2.087. Result ID: 6992cba93a6c314849118cbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"3%"}. This record does not assert independent reproduction. ### IterativePFN CD: 2.425. Result ID: 6992cba93a6c314849118cc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise":"3%","Number of Parameters":"~3.1M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.