# 4D Reconstruction on SAIL-VOS 3D and DeformingThings4D++ (unseen categories (dog, gorilla, puma))

Source: [4D Reconstruction on SAIL-VOS 3D and DeformingThings4D++ (unseen categories (dog, gorilla, puma))](<https://www.sota2.com/research/sota/4d-reconstruction-on-sail-vos-3d-and-deformingthings4d-plus-plus-unseen-categories-dog-gorilla-puma>)

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

Data updated: 2026-02-26T06:10:14.320Z

Evaluation of 4D Reconstruction performance on the SAIL-VOS 3D and DeformingThings4D++ dataset, specifically focusing on unseen categories (dog, gorilla, puma), reporting metrics like mIoU and Chamfer Distance.

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 | 4D Reconstruction |
| Dataset (including any stated split) | SAIL-VOS 3D and DeformingThings4D++ (unseen categories (dog, gorilla, puma)) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [mIoU](<https://www.sota2.com/research/sota/4d-reconstruction-on-sail-vos-3d-and-deformingthings4d-plus-plus-unseen-categories-dog-gorilla-puma.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [mCD](<https://www.sota2.com/research/sota/4d-reconstruction-on-sail-vos-3d-and-deformingthings4d-plus-plus-unseen-categories-dog-gorilla-puma.md?metric=mCD>): Lower is better; unit: SCALAR.

- [mACD](<https://www.sota2.com/research/sota/4d-reconstruction-on-sail-vos-3d-and-deformingthings4d-plus-plus-unseen-categories-dog-gorilla-puma.md?metric=mACD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| REDO | 38.5 | Not recorded | 68fa6b641e209131cea2e006 |
| OFlow | 26.7 | Not recorded | 68fa6b641e209131cea2e006 |
| ONet | 23.1 | Not recorded | 68fa6b641e209131cea2e006 |
| PIFu | 21.2 | Not recorded | 68fa6b641e209131cea2e006 |
| SurfelWarp | 2.06 | Not recorded | 68fa6b641e209131cea2e006 |

### REDO

mIoU: 38.5. Result ID: 698e8672ffc3901de09e57f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b641e209131cea2e006.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b641e209131cea2e006.md>)

Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction.

### OFlow

mIoU: 26.7. Result ID: 698e8672ffc3901de09e57f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b641e209131cea2e006.md>)

Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction.

### ONet

mIoU: 23.1. Result ID: 698e8672ffc3901de09e57f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b641e209131cea2e006.md>)

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

Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction.

### PIFu

mIoU: 21.2. Result ID: 698e8672ffc3901de09e57f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b641e209131cea2e006.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cc1e209131cea12636.md>)

[Implementation](<https://shunsukesaito.github.io/PIFu/>)

Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction.

### SurfelWarp

mIoU: 2.06. Result ID: 698e8672ffc3901de09e57f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b641e209131cea2e006.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a81e209131cea0ba78.md>)

Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction.

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