# Organ Segmentation on JHH cardiac 4 (test)

Source: [Organ Segmentation on JHH cardiac 4 (test)](<https://www.sota2.com/research/sota/organ-segmentation-on-jhh-cardiac-4-test>)

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

Data updated: 2026-02-26T05:40:24.041Z

Evaluation of organ segmentation models on the test split of the JHH cardiac 4 dataset, reporting Dice Similarity Coefficient (DSC).

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 | Organ Segmentation |
| Dataset (including any stated split) | JHH cardiac 4 (test) |
| Metric | DSC |
| Unit | PERCENT |
| Direction | Higher 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

- [DSC](<https://www.sota2.com/research/sota/organ-segmentation-on-jhh-cardiac-4-test.md?metric=DSC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | DSC | Result date | Report paper |
| --- | --- | --- | --- |
| image-aware organ-specific heads | 63.6 | Not recorded | 68fa70191e209131cea48f65 |
| ILT | 48.4 | Not recorded | 68fa70191e209131cea48f65 |
| LwF | 36 | Not recorded | 68fa70191e209131cea48f65 |
| PLOP | 31.8 | Not recorded | 68fa70191e209131cea48f65 |

### image-aware organ-specific heads

DSC: 63.6. Result ID: 699119cb3a6c31484905af97.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70191e209131cea48f65.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70191e209131cea48f65.md>)

[Implementation](<https://github.com/MrGiovanni/ContinualLearning>)

Recorded evaluation configuration: {"Step":"Step 3"}. This record does not assert independent reproduction.

### ILT

DSC: 48.4. Result ID: 699119cb3a6c31484905af95.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70191e209131cea48f65.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66621e209131cea0ffe7.md>)

[Implementation](<https://lttm.dei.unipd.it/paper_data/IL>)

Recorded evaluation configuration: {"Step":"Step 3"}. This record does not assert independent reproduction.

### LwF

DSC: 36. Result ID: 699119cb3a6c31484905af94.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70191e209131cea48f65.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63201e209131ce9fd0b3.md>)

Recorded evaluation configuration: {"Step":"Step 3"}. This record does not assert independent reproduction.

### PLOP

DSC: 31.8. Result ID: 699119cb3a6c31484905af96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70191e209131cea48f65.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697f1e209131cea22779.md>)

[Implementation](<https://github.com/arthurdouillard/CVPR2021_PLOP>)

Recorded evaluation configuration: {"Step":"Step 3"}. This record does not assert independent reproduction.

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