# Shape reconstruction on ShapeNet 7 selected categories v2 (test)

Source: [Shape reconstruction on ShapeNet 7 selected categories v2 (test)](<https://www.sota2.com/research/sota/shape-reconstruction-on-shapenet-7-selected-categories-v2-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:47:19.974Z

Evaluation of 3D Shape Reconstruction performance on the test split of the ShapeNet dataset, specifically using the 7 selected categories subset from version 2. Metrics include 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 7 selected categories v2 (test) |
| Metric | IoU |
| Unit | SCALAR |
| 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](<https://www.sota2.com/research/sota/shape-reconstruction-on-shapenet-7-selected-categories-v2-test.md?metric=IoU>): Higher is better; unit: SCALAR.

- [Chamfer Distance](<https://www.sota2.com/research/sota/shape-reconstruction-on-shapenet-7-selected-categories-v2-test.md?metric=Chamfer%20Distance>): Lower is better; unit: SCALAR.

- [F-Score](<https://www.sota2.com/research/sota/shape-reconstruction-on-shapenet-7-selected-categories-v2-test.md?metric=F-Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | IoU | Result date | Report paper |
| --- | --- | --- | --- |
| 3DILG | 0.952 | Not recorded | 68fa6da81e209131cea3b30e |
| 3DILG | 0.95 | Not recorded | 68fa6da81e209131cea3b30e |
| 3DILG | 0.945 | Not recorded | 68fa6da81e209131cea3b30e |
| 3DILG | 0.943 | Not recorded | 68fa6da81e209131cea3b30e |
| 3DILG | 0.936 | Not recorded | 68fa6da81e209131cea3b30e |
| IF-Net | 0.929 | Not recorded | 68fa6da81e209131cea3b30e |
| 3DILG | 0.929 | Not recorded | 68fa6da81e209131cea3b30e |
| 3DILG | 0.922 | Not recorded | 68fa6da81e209131cea3b30e |
| 3DILG | 0.904 | Not recorded | 68fa6da81e209131cea3b30e |
| ConvONet | 0.881 | Not recorded | 68fa6da81e209131cea3b30e |
| OccNet | 0.822 | Not recorded | 68fa6da81e209131cea3b30e |

### 3DILG

IoU: 0.952. Result ID: 698fce743a6c314849fbfefa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

Recorded evaluation configuration: {"M":512,"vector quantization":false}. This record does not assert independent reproduction.

### 3DILG

IoU: 0.95. Result ID: 698fce743a6c314849fbfefb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

Recorded evaluation configuration: {"M":512,"vector quantization":true}. This record does not assert independent reproduction.

### 3DILG

IoU: 0.945. Result ID: 698fce743a6c314849fbfef8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

Recorded evaluation configuration: {"M":256,"vector quantization":false}. This record does not assert independent reproduction.

### 3DILG

IoU: 0.943. Result ID: 698fce743a6c314849fbfef9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

Recorded evaluation configuration: {"M":256,"vector quantization":true}. This record does not assert independent reproduction.

### 3DILG

IoU: 0.936. Result ID: 698fce743a6c314849fbfef6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

Recorded evaluation configuration: {"M":128,"vector quantization":false}. This record does not assert independent reproduction.

### IF-Net

IoU: 0.929. Result ID: 698fce743a6c314849fbfef3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675d1e209131cea15e90.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### 3DILG

IoU: 0.929. Result ID: 698fce743a6c314849fbfef7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

Recorded evaluation configuration: {"M":128,"vector quantization":true}. This record does not assert independent reproduction.

### 3DILG

IoU: 0.922. Result ID: 698fce743a6c314849fbfef4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

Recorded evaluation configuration: {"M":64,"vector quantization":false}. This record does not assert independent reproduction.

### 3DILG

IoU: 0.904. Result ID: 698fce743a6c314849fbfef5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

Recorded evaluation configuration: {"M":64,"vector quantization":true}. This record does not assert independent reproduction.

### ConvONet

IoU: 0.881. Result ID: 698fce743a6c314849fbfef2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68131e209131cea1a017.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### OccNet

IoU: 0.822. Result ID: 698fce743a6c314849fbfef1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a71e209131cea0ba34.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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