# Infill on ATM

Source: [Infill on ATM](<https://www.sota2.com/research/sota/infill-on-atm>)

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

Data updated: 2026-03-20T10:07:30.628Z

Evaluation of Infill performance on the ATM dataset, reporting metrics including clDice, Chamfer Distance (CD), and Betti number errors (\|Δβ0\|, \|Δβ1\|).

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 | Infill |
| Dataset (including any stated split) | ATM |
| Metric | clDice |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [clDice](<https://www.sota2.com/research/sota/infill-on-atm.md?metric=clDice>): Higher is better; unit: PERCENT.

- [Chamfer Distance (CD)](<https://www.sota2.com/research/sota/infill-on-atm.md?metric=Chamfer%20Distance%20(CD)>): Lower is better; unit: SCALAR.

- [\|Δβ0\|](<https://www.sota2.com/research/sota/infill-on-atm.md?metric=%7C%CE%94%CE%B20%7C>): Lower is better; unit: SCALAR.

- [\|Δβ1\|](<https://www.sota2.com/research/sota/infill-on-atm.md?metric=%7C%CE%94%CE%B21%7C>): Lower is better; unit: SCALAR.

## Recorded results

| Method | clDice | Result date | Report paper |
| --- | --- | --- | --- |
| VesselTok | 88.13 | Not recorded | 69bcd4a20636e5bf4afc2b0d |
| Autodecoder | 83.49 | Not recorded | 69bcd4a20636e5bf4afc2b0d |

### VesselTok

clDice: 88.13. Result ID: 69bd1c4747f34ce924a7c903.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4a20636e5bf4afc2b0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4a20636e5bf4afc2b0d.md>)

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

### Autodecoder

clDice: 83.49. Result ID: 69bd1c4747f34ce924a7c902.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4a20636e5bf4afc2b0d.md>)

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

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