# Skin Lesion Segmentation on ISIC 2016 (test)

Source: [Skin Lesion Segmentation on ISIC 2016 (test)](<https://www.sota2.com/research/sota/skin-lesion-segmentation-on-isic-2016-test>)

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

Data updated: 2026-02-26T06:10:08.194Z

Evaluation of skin lesion segmentation performance on the test set of the ISIC 2016 dataset, reporting metrics such as Dice (mDice) and Intersection over Union (mIoU).

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 | Skin Lesion Segmentation |
| Dataset (including any stated split) | ISIC 2016 (test) |
| Metric | mDice |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [mDice](<https://www.sota2.com/research/sota/skin-lesion-segmentation-on-isic-2016-test.md?metric=mDice>): Higher is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/skin-lesion-segmentation-on-isic-2016-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mDice | Result date | Report paper |
| --- | --- | --- | --- |
| Siamese-Diffusion | 94.31 | Not recorded | 68fa78821e209131cea78c41 |
| Siamese-Diffusion | 94.14 | Not recorded | 68fa78821e209131cea78c41 |
| T2I-Adapter | 93.71 | Not recorded | 68fa78821e209131cea78c41 |
| Real Dataset | 93.57 | Not recorded | 68fa78821e209131cea78c41 |
| ControlNet | 93.54 | Not recorded | 68fa78821e209131cea78c41 |
| Copy-Paste | 93.53 | Not recorded | 68fa78821e209131cea78c41 |
| Siamese-Diffusion | 90.06 | Not recorded | 68fa78821e209131cea78c41 |
| Siamese-Diffusion | 89.91 | Not recorded | 68fa78821e209131cea78c41 |
| Real Dataset | 89.58 | Not recorded | 68fa78821e209131cea78c41 |
| T2I-Adapter | 89.48 | Not recorded | 68fa78821e209131cea78c41 |
| Copy-Paste | 89.43 | Not recorded | 68fa78821e209131cea78c41 |
| ControlNet | 89.42 | Not recorded | 68fa78821e209131cea78c41 |

### Siamese-Diffusion

mDice: 94.31. Result ID: 69958ed83badfaffe688cbf9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

[Implementation](<https://github.com/Qiukunpeng/Siamese-Diffusion>)

Recorded evaluation configuration: {"Architecture":"SegFormer","Training Set":"Real + Synthetic","Mask Prior":"Random"}. This record does not assert independent reproduction.

### Siamese-Diffusion

mDice: 94.14. Result ID: 69958ed83badfaffe688cbf7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

[Implementation](<https://github.com/Qiukunpeng/Siamese-Diffusion>)

Recorded evaluation configuration: {"Architecture":"SegFormer","Training Set":"Real + Synthetic","Mask Prior":"Real"}. This record does not assert independent reproduction.

### T2I-Adapter

mDice: 93.71. Result ID: 69958ed83badfaffe688cbf3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea42531.md>)

Recorded evaluation configuration: {"Architecture":"SegFormer","Training Set":"Real + Synthetic"}. This record does not assert independent reproduction.

### Real Dataset

mDice: 93.57. Result ID: 69958ed83badfaffe688cbef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

Recorded evaluation configuration: {"Architecture":"SegFormer","Training Set":"Real Only"}. This record does not assert independent reproduction.

### ControlNet

mDice: 93.54. Result ID: 69958ed83badfaffe688cbf5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71481e209131cea50695.md>)

Recorded evaluation configuration: {"Architecture":"SegFormer","Training Set":"Real + Synthetic"}. This record does not assert independent reproduction.

### Copy-Paste

mDice: 93.53. Result ID: 69958ed83badfaffe688cbf1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

Recorded evaluation configuration: {"Architecture":"SegFormer","Training Set":"Real + Synthetic"}. This record does not assert independent reproduction.

### Siamese-Diffusion

mDice: 90.06. Result ID: 69958ed83badfaffe688cbf8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

[Implementation](<https://github.com/Qiukunpeng/Siamese-Diffusion>)

Recorded evaluation configuration: {"Architecture":"UNet","Training Set":"Real + Synthetic","Mask Prior":"Random"}. This record does not assert independent reproduction.

### Siamese-Diffusion

mDice: 89.91. Result ID: 69958ed83badfaffe688cbf6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

[Implementation](<https://github.com/Qiukunpeng/Siamese-Diffusion>)

Recorded evaluation configuration: {"Architecture":"UNet","Training Set":"Real + Synthetic","Mask Prior":"Real"}. This record does not assert independent reproduction.

### Real Dataset

mDice: 89.58. Result ID: 69958ed83badfaffe688cbee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

Recorded evaluation configuration: {"Architecture":"UNet","Training Set":"Real Only"}. This record does not assert independent reproduction.

### T2I-Adapter

mDice: 89.48. Result ID: 69958ed83badfaffe688cbf2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea42531.md>)

Recorded evaluation configuration: {"Architecture":"UNet","Training Set":"Real + Synthetic"}. This record does not assert independent reproduction.

### Copy-Paste

mDice: 89.43. Result ID: 69958ed83badfaffe688cbf0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

Recorded evaluation configuration: {"Architecture":"UNet","Training Set":"Real + Synthetic"}. This record does not assert independent reproduction.

### ControlNet

mDice: 89.42. Result ID: 69958ed83badfaffe688cbf4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71481e209131cea50695.md>)

Recorded evaluation configuration: {"Architecture":"UNet","Training Set":"Real + Synthetic"}. This record does not assert independent reproduction.

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