# 3D Voxel Classification on ShapeNet (test)

Source: [3D Voxel Classification on ShapeNet (test)](<https://www.sota2.com/research/sota/3d-voxel-classification-on-shapenet-test>)

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

Data updated: 2026-03-17T07:40:45.227Z

Evaluation of 3D Voxel Classification performance on the test split of the ShapeNet dataset.

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 Voxel Classification |
| Dataset (including any stated split) | ShapeNet (SNet) (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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](<https://www.sota2.com/research/sota/3d-voxel-classification-on-shapenet-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Whole T | 98.3 | Not recorded | 69b8e0080636e5bf4afbe9ce |
| DDiF | 93.1 | Not recorded | 69b8e0080636e5bf4afbe9ce |
| Ours | 93.1 | Not recorded | 69b8e0080636e5bf4afbe9ce |
| Ours | 91.1 | Not recorded | 69b8e0080636e5bf4afbe9ce |
| DDiF | 89.6 | Not recorded | 69b8e0080636e5bf4afbe9ce |
| IDC | 85.3 | Not recorded | 69b8e0080636e5bf4afbe9ce |
| IDC | 79.9 | Not recorded | 69b8e0080636e5bf4afbe9ce |

### Whole T

Accuracy: 98.3. Result ID: 69b9057547f34ce924a13895.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0080636e5bf4afbe9ce.md>)

Recorded evaluation configuration: {"note":"Upper bound training on whole dataset"}. This record does not assert independent reproduction.

### DDiF

Accuracy: 93.1. Result ID: 69b9057547f34ce924a13893.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0080636e5bf4afbe9ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77461e209131cea722c3.md>)

Recorded evaluation configuration: {"Distillation Base (L)":"DM","IPC":"1"}. This record does not assert independent reproduction.

### Ours

Accuracy: 93.1. Result ID: 69b9057547f34ce924a13894.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0080636e5bf4afbe9ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e0080636e5bf4afbe9ce.md>)

Recorded evaluation configuration: {"Distillation Base (L)":"DM","IPC":"1"}. This record does not assert independent reproduction.

### Ours

Accuracy: 91.1. Result ID: 69b9057547f34ce924a13891.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0080636e5bf4afbe9ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e0080636e5bf4afbe9ce.md>)

Recorded evaluation configuration: {"Distillation Base (L)":"DC","IPC":"1"}. This record does not assert independent reproduction.

### DDiF

Accuracy: 89.6. Result ID: 69b9057547f34ce924a13890.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0080636e5bf4afbe9ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77461e209131cea722c3.md>)

Recorded evaluation configuration: {"Distillation Base (L)":"DC","IPC":"1"}. This record does not assert independent reproduction.

### IDC

Accuracy: 85.3. Result ID: 69b9057547f34ce924a13892.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0080636e5bf4afbe9ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb81e209131cea358b3.md>)

Recorded evaluation configuration: {"Distillation Base (L)":"DM","IPC":"1"}. This record does not assert independent reproduction.

### IDC

Accuracy: 79.9. Result ID: 69b9057547f34ce924a1388f.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0080636e5bf4afbe9ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb81e209131cea358b3.md>)

Recorded evaluation configuration: {"Distillation Base (L)":"DC","IPC":"1"}. This record does not assert independent reproduction.

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