# Unconditional mesh shape generation on Animal SMAL Source: [Unconditional mesh shape generation on Animal SMAL]() Collection index: [llms.txt]() Data updated: 2026-06-08T07:02:13.934Z Evaluation of unconditional 3D mesh shape generation performance using the Animal SMAL dataset. Metrics include ER, ET, dW, and dN. 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 | Unconditional mesh shape generation | | Dataset (including any stated split) | Animal SMAL | | Metric | Error Rate (ER) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 13 of 13 | | 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 - [Error Rate (ER)](): Lower is better; unit: SCALAR. - [Error Threshold (ET)](): Lower is better; unit: SCALAR. - [Deformation Difference (dW)](): Lower is better; unit: SCALAR. - [Normal Difference (dN)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Error Rate (ER) | Result date | Report paper | | --- | --- | --- | --- | | ARAPDiffusion | 5.75 | Not recorded | 6a264c9790966ade919bea81 | | AlterDiff | 5.77 | Not recorded | 6a264c9790966ade919bea81 | | GeoLatent | 5.98 | Not recorded | 6a264c9790966ade919bea81 | | NoLaReg | 6.03 | Not recorded | 6a264c9790966ade919bea81 | | BRESA | 6.12 | Not recorded | 6a264c9790966ade919bea81 | | NoDeReg | 6.16 | Not recorded | 6a264c9790966ade919bea81 | | NoReg | 6.81 | Not recorded | 6a264c9790966ade919bea81 | | MeshConv | 8.01 | Not recorded | 6a264c9790966ade919bea81 | | ARAPReg | 9.68 | Not recorded | 6a264c9790966ade919bea81 | | FrameAve | 12.5 | Not recorded | 6a264c9790966ade919bea81 | | COMA | 14.5 | Not recorded | 6a264c9790966ade919bea81 | | SP-Disent. | 15.2 | Not recorded | 6a264c9790966ade919bea81 | | 3DMM | 17.3 | Not recorded | 6a264c9790966ade919bea81 | ### ARAPDiffusion Error Rate (ER): 5.75. Result ID: 6a2667e0fbc373592c229f89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AlterDiff Error Rate (ER): 5.77. Result ID: 6a2667e0fbc373592c229f8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Ablation"}. This record does not assert independent reproduction. ### GeoLatent Error Rate (ER): 5.98. Result ID: 6a2667e0fbc373592c229f87. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NoLaReg Error Rate (ER): 6.03. Result ID: 6a2667e0fbc373592c229f8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Ablation"}. This record does not assert independent reproduction. ### BRESA Error Rate (ER): 6.12. Result ID: 6a2667e0fbc373592c229f88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NoDeReg Error Rate (ER): 6.16. Result ID: 6a2667e0fbc373592c229f8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Ablation"}. This record does not assert independent reproduction. ### NoReg Error Rate (ER): 6.81. Result ID: 6a2667e0fbc373592c229f8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Ablation"}. This record does not assert independent reproduction. ### MeshConv Error Rate (ER): 8.01. Result ID: 6a2667e0fbc373592c229f84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ARAPReg Error Rate (ER): 9.68. Result ID: 6a2667e0fbc373592c229f85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FrameAve Error Rate (ER): 12.5. Result ID: 6a2667e0fbc373592c229f86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COMA Error Rate (ER): 14.5. Result ID: 6a2667e0fbc373592c229f82. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SP-Disent. Error Rate (ER): 15.2. Result ID: 6a2667e0fbc373592c229f81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### 3DMM Error Rate (ER): 17.3. Result ID: 6a2667e0fbc373592c229f83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.