# Lesion Boundary Segmentation on ISIC 2018

Source: [Lesion Boundary Segmentation on ISIC 2018](<https://www.sota2.com/research/sota/lesion-boundary-segmentation-on-isic-2018>)

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

Data updated: 2026-02-26T05:40:23.331Z

Evaluation of skin lesion boundary segmentation performance on the ISIC 2018 dataset, reporting metrics such as Dice Similarity Coefficient (DSC) 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 | Lesion boundary segmentation |
| Dataset (including any stated split) | ISIC 2018 |
| Metric | DSC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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/lesion-boundary-segmentation-on-isic-2018.md?metric=DSC>): Higher is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/lesion-boundary-segmentation-on-isic-2018.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/lesion-boundary-segmentation-on-isic-2018.md?metric=Recall>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/lesion-boundary-segmentation-on-isic-2018.md?metric=Precision>): Higher is better; unit: PERCENT.

- [P-value](<https://www.sota2.com/research/sota/lesion-boundary-segmentation-on-isic-2018.md?metric=P-value>): Lower is better; unit: SCALAR.

## Recorded results

| Method | DSC | Result date | Report paper |
| --- | --- | --- | --- |
| MCTrans | 0.9035 | Not recorded | 68fa6a461e209131cea27406 |
| DoubleU-Net | 0.8962 | Not recorded | 68fa67d41e209131cea18bd0 |
| CENet | 0.8953 | Not recorded | 68fa6a461e209131cea27406 |
| DoubleU-Net | 0.8938 | Not recorded | 68fa6bba1e209131cea2feea |
| AttentionUNet | 0.8895 | Not recorded | 68fa6a461e209131cea27406 |
| UNet++ | 0.8885 | Not recorded | 68fa6a461e209131cea27406 |
| UNet | 0.8878 | Not recorded | 68fa6a461e209131cea27406 |
| MSRF-Net | 0.8824 | Not recorded | 68fa6bba1e209131cea2feea |
| Deeplabv3+ (Mobilenet) | 0.8781 | Not recorded | 68fa6bba1e209131cea2feea |
| Deeplabv3+ (Xception) | 0.8772 | Not recorded | 68fa6bba1e209131cea2feea |
| ResUNet++ + CRF | 0.8688 | Not recorded | 68fa6bba1e209131cea2feea |
| HRNetV2-W48 | 0.8667 | Not recorded | 68fa6bba1e209131cea2feea |
| HRNetV2-W18-Smallv2 | 0.8561 | Not recorded | 68fa6bba1e209131cea2feea |
| ResUNet++ | 0.8557 | Not recorded | 68fa6bba1e209131cea2feea |
| U-Net | 0.8554 | Not recorded | 68fa6bba1e209131cea2feea |
| U-Net++ | 0.8094 | Not recorded | 68fa6bba1e209131cea2feea |

### MCTrans

DSC: 0.9035. Result ID: 698e2756ffc3901de09b3a98.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a461e209131cea27406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a461e209131cea27406.md>)

[Implementation](<https://github.com/JiYuanFeng/MCTrans>)

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

### DoubleU-Net

DSC: 0.8962. Result ID: 698d490b8b517eb433205b39.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67d41e209131cea18bd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d41e209131cea18bd0.md>)

[Implementation](<https://github.com/DebeshJha/2020-CBMS-DoubleU-Net>)

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

### CENet

DSC: 0.8953. Result ID: 698e2756ffc3901de09b3a96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a461e209131cea27406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa656b1e209131cea0a412.md>)

[Implementation](<https://github.com/Guzaiwang/CE-Net>)

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

### DoubleU-Net

DSC: 0.8938. Result ID: 698ea07effc3901de09f4318.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2feea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d41e209131cea18bd0.md>)

[Implementation](<https://github.com/DebeshJha/2020-CBMS-DoubleU-Net>)

Recorded evaluation configuration: {"Parameters":"29.29M","FPS":7.46}. This record does not assert independent reproduction.

### AttentionUNet

DSC: 0.8895. Result ID: 698e2756ffc3901de09b3a97.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a461e209131cea27406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa645e1e209131cea040df.md>)

[Implementation](<https://github.com/ozan-oktay/Attention-Gated-Networks>)

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

### UNet++

DSC: 0.8885. Result ID: 698e2756ffc3901de09b3a95.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a461e209131cea27406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649c1e209131cea058a9.md>)

[Implementation](<https://www.sota2.com/github.com/Nested-UNet>)

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

### UNet

DSC: 0.8878. Result ID: 698e2756ffc3901de09b3a94.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a461e209131cea27406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e11e209131ce9f653d.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net>)

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

### MSRF-Net

DSC: 0.8824. Result ID: 698ea07effc3901de09f431a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2feea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2feea.md>)

[Implementation](<https://github.com/NoviceMAn-prog/MSRF-Net>)

Recorded evaluation configuration: {"Parameters":"18.38M","FPS":16.1}. This record does not assert independent reproduction.

### Deeplabv3+ (Mobilenet)

DSC: 0.8781. Result ID: 698ea07effc3901de09f4315.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2feea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64b91e209131cea06121.md>)

[Implementation](<https://github.com/tensorflow/models/tree/master/research/deeplab>)

Recorded evaluation configuration: {"Parameters":"2.14M","FPS":61.1}. This record does not assert independent reproduction.

### Deeplabv3+ (Xception)

DSC: 0.8772. Result ID: 698ea07effc3901de09f4314.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2feea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64b91e209131cea06121.md>)

[Implementation](<https://github.com/tensorflow/models/tree/master/research/deeplab>)

Recorded evaluation configuration: {"Parameters":"41.25M","FPS":43.53}. This record does not assert independent reproduction.

### ResUNet++ + CRF

DSC: 0.8688. Result ID: 698ea07effc3901de09f4319.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2feea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a771e209131cea28594.md>)

[Implementation](<https://github.com/DebeshJha/ResUNet-with-CRF-and-TTA>)

Recorded evaluation configuration: {"Parameters":"4.02M","FPS":79.11}. This record does not assert independent reproduction.

### HRNetV2-W48

DSC: 0.8667. Result ID: 698ea07effc3901de09f4317.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2feea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67391e209131cea15032.md>)

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

Recorded evaluation configuration: {"Parameters":"65.84M","FPS":28.54}. This record does not assert independent reproduction.

### HRNetV2-W18-Smallv2

DSC: 0.8561. Result ID: 698ea07effc3901de09f4316.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2feea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67391e209131cea15032.md>)

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

Recorded evaluation configuration: {"Parameters":"26.20M","FPS":57.47}. This record does not assert independent reproduction.

### ResUNet++

DSC: 0.8557. Result ID: 698ea07effc3901de09f4313.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2feea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66aa1e209131cea117b6.md>)

Recorded evaluation configuration: {"Parameters":"4.07M","FPS":40.93}. This record does not assert independent reproduction.

### U-Net

DSC: 0.8554. Result ID: 698ea07effc3901de09f4311.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2feea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e11e209131ce9f653d.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net>)

Recorded evaluation configuration: {"Parameters":"7.11M","FPS":79.43}. This record does not assert independent reproduction.

### U-Net++

DSC: 0.8094. Result ID: 698ea07effc3901de09f4312.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2feea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67001e209131cea13aa4.md>)

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

Recorded evaluation configuration: {"Parameters":"9.04M","FPS":60.44}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.