# Weight space generation on ShapeNet Airplane

Source: [Weight space generation on ShapeNet Airplane](<https://www.sota2.com/research/sota/weight-space-generation-on-shapenet-airplane>)

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

Data updated: 2026-02-26T06:10:59.978Z

Evaluation of 3D model generation performance using weight space sampling techniques on the Airplane category subset of the ShapeNet dataset, measured using metrics including mMD, COV, 1-NNA, FD, MMD-G, and MMD-P.

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 | Weight space generation |
| Dataset (including any stated split) | ShapeNet Airplane |
| Metric | mMD |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [mMD](<https://www.sota2.com/research/sota/weight-space-generation-on-shapenet-airplane.md?metric=mMD>): Lower is better; unit: SCALAR.

- [COV](<https://www.sota2.com/research/sota/weight-space-generation-on-shapenet-airplane.md?metric=COV>): Higher is better; unit: SCALAR.

- [1-NNA](<https://www.sota2.com/research/sota/weight-space-generation-on-shapenet-airplane.md?metric=1-NNA>): Higher is better; unit: PERCENT.

- [FD](<https://www.sota2.com/research/sota/weight-space-generation-on-shapenet-airplane.md?metric=FD>): Lower is better; unit: SCALAR.

- [MMD-G](<https://www.sota2.com/research/sota/weight-space-generation-on-shapenet-airplane.md?metric=MMD-G>): Lower is better; unit: SCALAR.

- [MMD-P](<https://www.sota2.com/research/sota/weight-space-generation-on-shapenet-airplane.md?metric=MMD-P>): Lower is better; unit: SCALAR.

## Recorded results

| Method | mMD | Result date | Report paper |
| --- | --- | --- | --- |
| mLoRA-Asym | 1.89 | Not recorded | 692e732ad6b0dd3342932876 |
| mLoRA | 1.96 | Not recorded | 692e732ad6b0dd3342932876 |
| HyperDiffusion | 2.39 | Not recorded | 692e732ad6b0dd3342932876 |
| MLP-Asym | 2.8 | Not recorded | 692e732ad6b0dd3342932876 |
| LoRA | 116.4 | Not recorded | 692e732ad6b0dd3342932876 |
| LoRA-Asym | 270.6 | Not recorded | 692e732ad6b0dd3342932876 |

### mLoRA-Asym

mMD: 1.89. Result ID: 699994d95698665ec4087e81.

[Reporting paper](<https://www.sota2.com/research/paper/692e732ad6b0dd3342932876.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692e732ad6b0dd3342932876.md>)

Recorded evaluation configuration: {"Type":"Multiplicative","Masking":"Asymmetric"}. This record does not assert independent reproduction.

### mLoRA

mMD: 1.96. Result ID: 699994d95698665ec4087e80.

[Reporting paper](<https://www.sota2.com/research/paper/692e732ad6b0dd3342932876.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692e732ad6b0dd3342932876.md>)

Recorded evaluation configuration: {"Type":"Multiplicative"}. This record does not assert independent reproduction.

### HyperDiffusion

mMD: 2.39. Result ID: 699994d95698665ec4087e7c.

[Reporting paper](<https://www.sota2.com/research/paper/692e732ad6b0dd3342932876.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee51e209131cea42b20.md>)

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

### MLP-Asym

mMD: 2.8. Result ID: 699994d95698665ec4087e7d.

[Reporting paper](<https://www.sota2.com/research/paper/692e732ad6b0dd3342932876.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee51e209131cea42b20.md>)

Recorded evaluation configuration: {"Masking":"Asymmetric"}. This record does not assert independent reproduction.

### LoRA

mMD: 116.4. Result ID: 699994d95698665ec4087e7e.

[Reporting paper](<https://www.sota2.com/research/paper/692e732ad6b0dd3342932876.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf59.md>)

[Implementation](<https://github.com/microsoft/LoRA>)

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

### LoRA-Asym

mMD: 270.6. Result ID: 699994d95698665ec4087e7f.

[Reporting paper](<https://www.sota2.com/research/paper/692e732ad6b0dd3342932876.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75321e209131cea66534.md>)

Recorded evaluation configuration: {"Masking":"Asymmetric"}. This record does not assert independent reproduction.

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