# Point Distribution Transformation on RigNet

Source: [Point Distribution Transformation on RigNet](<https://www.sota2.com/research/sota/point-distribution-transformation-on-rignet>)

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

Data updated: 2026-05-06T08:18:15.943Z

Evaluation of algorithms performing Point Distribution Transformation on the RigNet dataset, utilizing metrics such as CD-J2J, IoU, Precision, and Recall.

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 | Point Distribution Transformation |
| Dataset (including any stated split) | RigNet |
| Metric | CD-J2J |
| 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

- [CD-J2J](<https://www.sota2.com/research/sota/point-distribution-transformation-on-rignet.md?metric=CD-J2J>): Lower is better; unit: SCALAR.

- [IoU](<https://www.sota2.com/research/sota/point-distribution-transformation-on-rignet.md?metric=IoU>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/point-distribution-transformation-on-rignet.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/point-distribution-transformation-on-rignet.md?metric=Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | CD-J2J | Result date | Report paper |
| --- | --- | --- | --- |
| CFM-DDIM | 5.2 | Not recorded | 69facb0bc0f56ed84308a34f |
| CFM-DDIM | 5.4 | Not recorded | 69facb0bc0f56ed84308a34f |
| CFM-DDIM | 6.2 | Not recorded | 69facb0bc0f56ed84308a34f |
| PDT (DDPM) | 6.4 | Not recorded | 69facb0bc0f56ed84308a34f |
| PDT (DDPM) | 26.6 | Not recorded | 69facb0bc0f56ed84308a34f |
| PDT (DDPM) | 27.8 | Not recorded | 69facb0bc0f56ed84308a34f |

### CFM-DDIM

CD-J2J: 5.2. Result ID: 69faf94647f34ce924ddd380.

[Reporting paper](<https://www.sota2.com/research/paper/69facb0bc0f56ed84308a34f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69facb0bc0f56ed84308a34f.md>)

Recorded evaluation configuration: {"Inference steps":"10"}. This record does not assert independent reproduction.

### CFM-DDIM

CD-J2J: 5.4. Result ID: 69faf94647f34ce924ddd37f.

[Reporting paper](<https://www.sota2.com/research/paper/69facb0bc0f56ed84308a34f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69facb0bc0f56ed84308a34f.md>)

Recorded evaluation configuration: {"Inference steps":"50"}. This record does not assert independent reproduction.

### CFM-DDIM

CD-J2J: 6.2. Result ID: 69faf94647f34ce924ddd381.

[Reporting paper](<https://www.sota2.com/research/paper/69facb0bc0f56ed84308a34f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69facb0bc0f56ed84308a34f.md>)

Recorded evaluation configuration: {"Inference steps":"5"}. This record does not assert independent reproduction.

### PDT (DDPM)

CD-J2J: 6.4. Result ID: 69faf94647f34ce924ddd37c.

[Reporting paper](<https://www.sota2.com/research/paper/69facb0bc0f56ed84308a34f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a381e209131cea81e18.md>)

Recorded evaluation configuration: {"Inference steps":"1000"}. This record does not assert independent reproduction.

### PDT (DDPM)

CD-J2J: 26.6. Result ID: 69faf94647f34ce924ddd37d.

[Reporting paper](<https://www.sota2.com/research/paper/69facb0bc0f56ed84308a34f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a381e209131cea81e18.md>)

Recorded evaluation configuration: {"Inference steps":"50"}. This record does not assert independent reproduction.

### PDT (DDPM)

CD-J2J: 27.8. Result ID: 69faf94647f34ce924ddd37e.

[Reporting paper](<https://www.sota2.com/research/paper/69facb0bc0f56ed84308a34f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a381e209131cea81e18.md>)

Recorded evaluation configuration: {"Inference steps":"10"}. This record does not assert independent reproduction.

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