# 3D Point Cloud Classification on ScanObjectNN-C 1.0 (test) Source: [3D Point Cloud Classification on ScanObjectNN-C 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-12T07:28:16.803Z Evaluation of 3D Point Cloud Classification performance on the ScanObjectNN-C 1.0 test split, reporting accuracy across various corruption types (e.g., uniform noise, Gaussian noise, occlusion, rotation). 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 | 3D Point Cloud Classification | | Dataset (including any stated split) | ScanObjectNN-C 1.0 (test) | | Metric | Accuracy (Uniform Noise) | | Unit | PERCENT | | Direction | Higher 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 - [Accuracy (Uniform Noise)](): Higher is better; unit: PERCENT. - [Accuracy (Gaussian Noise)](): Higher is better; unit: PERCENT. - [Accuracy (Background)](): Higher is better; unit: PERCENT. - [Accuracy (Impulse Noise)](): Higher is better; unit: PERCENT. - [Accuracy (Upsampling)](): Higher is better; unit: PERCENT. - [Accuracy (RBF Distortion)](): Higher is better; unit: PERCENT. - [Accuracy (Inverse RBF Distortion)](): Higher is better; unit: PERCENT. - [Accuracy (Density Decrease)](): Higher is better; unit: PERCENT. - [Accuracy (Density Increase)](): Higher is better; unit: PERCENT. - [Accuracy (Shear)](): Higher is better; unit: PERCENT. - [Accuracy (Rotation)](): Higher is better; unit: PERCENT. - [Accuracy (Cutout/Occlusion)](): Higher is better; unit: PERCENT. - [Accuracy (Distortion)](): Higher is better; unit: PERCENT. - [Accuracy (Occlusion)](): Higher is better; unit: PERCENT. - [Accuracy (LiDAR Noise)](): Higher is better; unit: PERCENT. - [Mean Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Uniform Noise) | Result date | Report paper | | --- | --- | --- | --- | | SVWA | 44.62 | Not recorded | 6a2b92bad33dfb23e783b176 | | MAMVI | 43.06 | Not recorded | 6a2b92bad33dfb23e783b176 | | SAR | 41.65 | Not recorded | 6a2b92bad33dfb23e783b176 | | PG-SP | 41.48 | Not recorded | 6a2b92bad33dfb23e783b176 | | PG-SF | 40.96 | Not recorded | 6a2b92bad33dfb23e783b176 | | PL | 39.76 | Not recorded | 6a2b92bad33dfb23e783b176 | | TENT | 39.24 | Not recorded | 6a2b92bad33dfb23e783b176 | | T3A | 37.5 | Not recorded | 6a2b92bad33dfb23e783b176 | | DUA | 30.5 | Not recorded | 6a2b92bad33dfb23e783b176 | | TTT-Rot | 30.2 | Not recorded | 6a2b92bad33dfb23e783b176 | | MATE | 27.5 | Not recorded | 6a2b92bad33dfb23e783b176 | | SMART-PC | 27.5 | Not recorded | 6a2b92bad33dfb23e783b176 | | SHOT | 25.82 | Not recorded | 6a2b92bad33dfb23e783b176 | | Source Only | 21.69 | Not recorded | 6a2b92bad33dfb23e783b176 | | BFTT3D | 16.35 | Not recorded | 6a2b92bad33dfb23e783b176 | | LAME | 14.46 | Not recorded | 6a2b92bad33dfb23e783b176 | ### SVWA Accuracy (Uniform Noise): 44.62. Result ID: 6a2bb504fbc373592c29c039. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Source-Free Methods"}. This record does not assert independent reproduction. ### MAMVI Accuracy (Uniform Noise): 43.06. Result ID: 6a2bb504fbc373592c29c03a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Source-Free Methods"}. This record does not assert independent reproduction. ### SAR Accuracy (Uniform Noise): 41.65. Result ID: 6a2bb504fbc373592c29c037. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Source-Free Methods"}. This record does not assert independent reproduction. ### PG-SP Accuracy (Uniform Noise): 41.48. Result ID: 6a2bb504fbc373592c29c030. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Source-Dependent Methods"}. This record does not assert independent reproduction. ### PG-SF Accuracy (Uniform Noise): 40.96. Result ID: 6a2bb504fbc373592c29c038. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Source-Free Methods"}. This record does not assert independent reproduction. ### PL Accuracy (Uniform Noise): 39.76. Result ID: 6a2bb504fbc373592c29c031. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Source-Free Methods"}. This record does not assert independent reproduction. ### TENT Accuracy (Uniform Noise): 39.24. Result ID: 6a2bb504fbc373592c29c032. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Source-Free Methods"}. This record does not assert independent reproduction. ### T3A Accuracy (Uniform Noise): 37.5. Result ID: 6a2bb504fbc373592c29c034. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Source-Free Methods"}. This record does not assert independent reproduction. ### DUA Accuracy (Uniform Noise): 30.5. Result ID: 6a2bb504fbc373592c29c036. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Source-Free Methods"}. This record does not assert independent reproduction. ### TTT-Rot Accuracy (Uniform Noise): 30.2. Result ID: 6a2bb504fbc373592c29c02c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"TTT Methods"}. This record does not assert independent reproduction. ### MATE Accuracy (Uniform Noise): 27.5. Result ID: 6a2bb504fbc373592c29c02d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"TTT Methods"}. This record does not assert independent reproduction. ### SMART-PC Accuracy (Uniform Noise): 27.5. Result ID: 6a2bb504fbc373592c29c02e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"TTT Methods"}. This record does not assert independent reproduction. ### SHOT Accuracy (Uniform Noise): 25.82. Result ID: 6a2bb504fbc373592c29c033. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Source-Free Methods"}. This record does not assert independent reproduction. ### Source Only Accuracy (Uniform Noise): 21.69. Result ID: 6a2bb504fbc373592c29c02b. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Baseline"}. This record does not assert independent reproduction. ### BFTT3D Accuracy (Uniform Noise): 16.35. Result ID: 6a2bb504fbc373592c29c02f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Source-Dependent Methods"}. This record does not assert independent reproduction. ### LAME Accuracy (Uniform Noise): 14.46. Result ID: 6a2bb504fbc373592c29c035. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Source-Free Methods"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.