# Shape reconstruction on ShapeNet 55 categories v2 (test) Source: [Shape reconstruction on ShapeNet 55 categories v2 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:19.957Z Evaluation of 3D Shape Reconstruction performance on the test split of the 55-category subset of ShapeNet v2, reporting metrics like IoU, Chamfer Distance, and F-Score. 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 | Shape reconstruction | | Dataset (including any stated split) | ShapeNet 55 categories v2 (test) | | Metric | IoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [IoU](): Higher is better; unit: PERCENT. - [Chamfer Distance](): Lower is better; unit: SCALAR. - [F-Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | IoU | Result date | Report paper | | --- | --- | --- | --- | | 3DILG | 95.3 | Not recorded | 68fa6da81e209131cea3b30e | | 3DILG | 95 | Not recorded | 68fa6da81e209131cea3b30e | | 3DILG | 94.6 | Not recorded | 68fa6da81e209131cea3b30e | | 3DILG | 94.3 | Not recorded | 68fa6da81e209131cea3b30e | | 3DILG | 93.7 | Not recorded | 68fa6da81e209131cea3b30e | | IF-Net | 93.4 | Not recorded | 68fa6da81e209131cea3b30e | | 3DILG | 92.9 | Not recorded | 68fa6da81e209131cea3b30e | | 3DILG | 92.3 | Not recorded | 68fa6da81e209131cea3b30e | | 3DILG | 90.7 | Not recorded | 68fa6da81e209131cea3b30e | | ConvONet | 88.8 | Not recorded | 68fa6da81e209131cea3b30e | | OccNet | 82.5 | Not recorded | 68fa6da81e209131cea3b30e | ### 3DILG IoU: 95.3. Result ID: 698fce743a6c314849fbfeef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"M":512,"vector quantization":false}. This record does not assert independent reproduction. ### 3DILG IoU: 95. Result ID: 698fce743a6c314849fbfef0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"M":512,"vector quantization":true}. This record does not assert independent reproduction. ### 3DILG IoU: 94.6. Result ID: 698fce743a6c314849fbfeed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"M":256,"vector quantization":false}. This record does not assert independent reproduction. ### 3DILG IoU: 94.3. Result ID: 698fce743a6c314849fbfeee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"M":256,"vector quantization":true}. This record does not assert independent reproduction. ### 3DILG IoU: 93.7. Result ID: 698fce743a6c314849fbfeeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"M":128,"vector quantization":false}. This record does not assert independent reproduction. ### IF-Net IoU: 93.4. Result ID: 698fce743a6c314849fbfee8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### 3DILG IoU: 92.9. Result ID: 698fce743a6c314849fbfeec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"M":128,"vector quantization":true}. This record does not assert independent reproduction. ### 3DILG IoU: 92.3. Result ID: 698fce743a6c314849fbfee9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"M":64,"vector quantization":false}. This record does not assert independent reproduction. ### 3DILG IoU: 90.7. Result ID: 698fce743a6c314849fbfeea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"M":64,"vector quantization":true}. This record does not assert independent reproduction. ### ConvONet IoU: 88.8. Result ID: 698fce743a6c314849fbfee7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OccNet IoU: 82.5. Result ID: 698fce743a6c314849fbfee6. [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.