# Unconditional implicit shape generation on Animal (test)

Source: [Unconditional implicit shape generation on Animal (test)](<https://www.sota2.com/research/sota/unconditional-implicit-shape-generation-on-animal-test>)

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

Data updated: 2026-06-08T07:02:13.996Z

Evaluation of unconditional implicit shape generation performance on the test split of the Animal dataset, measured using 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 implicit shape generation |
| Dataset (including any stated split) | Animal (test) |
| Metric | ER |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [ER](<https://www.sota2.com/research/sota/unconditional-implicit-shape-generation-on-animal-test.md?metric=ER>): Lower is better; unit: SCALAR.

- [ET](<https://www.sota2.com/research/sota/unconditional-implicit-shape-generation-on-animal-test.md?metric=ET>): Lower is better; unit: SCALAR.

- [dW](<https://www.sota2.com/research/sota/unconditional-implicit-shape-generation-on-animal-test.md?metric=dW>): Lower is better; unit: SCALAR.

- [dN](<https://www.sota2.com/research/sota/unconditional-implicit-shape-generation-on-animal-test.md?metric=dN>): Lower is better; unit: SCALAR.

## Recorded results

| Method | ER | Result date | Report paper |
| --- | --- | --- | --- |
| ARAPDiffusion | 7.11 | Not recorded | 6a264c9790966ade919bea81 |
| HY-LoRA | 7.23 | Not recorded | 6a264c9790966ade919bea81 |
| GenCorres | 7.56 | Not recorded | 6a264c9790966ade919bea81 |
| SALD | 8.12 | Not recorded | 6a264c9790966ade919bea81 |

### ARAPDiffusion

ER: 7.11. Result ID: 6a2667e0fbc373592c229f95.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9790966ade919bea81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a264c9790966ade919bea81.md>)

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

### HY-LoRA

ER: 7.23. Result ID: 6a2667e0fbc373592c229f94.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9790966ade919bea81.md>)

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

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

Recorded evaluation configuration: {"Base Model":"Hunyuan3D 2.5","Fine-tuning":"LoRA"}. This record does not assert independent reproduction.

### GenCorres

ER: 7.56. Result ID: 6a2667e0fbc373592c229f93.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9790966ade919bea81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596d3.md>)

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

### SALD

ER: 8.12. Result ID: 6a2667e0fbc373592c229f92.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9790966ade919bea81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68701e209131cea1c34a.md>)

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.