# Cancer Lesion Segmentation on Lymphoma

Source: [Cancer Lesion Segmentation on Lymphoma](<https://www.sota2.com/research/sota/cancer-lesion-segmentation-on-lymphoma>)

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

Data updated: 2026-02-26T05:40:22.156Z

Evaluation of cancer lesion segmentation performance on the Lymphoma dataset, typically reporting Dice Similarity Coefficient (DSC) and Intersection over Union (IoU).

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 | Cancer lesion segmentation |
| Dataset (including any stated split) | Lymphoma |
| Metric | DSC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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/cancer-lesion-segmentation-on-lymphoma.md?metric=DSC>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | DSC | Result date | Report paper |
| --- | --- | --- | --- |
| DpDNet | 77.76 | Not recorded | 68fa79ed1e209131cea8003c |
| Dod-Net | 76.8 | Not recorded | 68fa79ed1e209131cea8003c |
| UniSeg | 75.87 | Not recorded | 68fa79ed1e209131cea8003c |
| CLIP-driven | 74.38 | Not recorded | 68fa79ed1e209131cea8003c |
| STU-Net-B | 74.07 | Not recorded | 68fa79ed1e209131cea8003c |
| nnU-Net | 73.66 | Not recorded | 68fa79ed1e209131cea8003c |
| 3DUX-Net | 73.01 | Not recorded | 68fa79ed1e209131cea8003c |
| U-Mamba | 72.49 | Not recorded | 68fa79ed1e209131cea8003c |
| nnU-Net+ | 71.93 | Not recorded | 68fa79ed1e209131cea8003c |
| nnU-Net (Single-task) | 71.3 | Not recorded | 68fa79ed1e209131cea8003c |
| SwinUNET | 70.65 | Not recorded | 68fa79ed1e209131cea8003c |
| STU-Net | 70.15 | Not recorded | 68fa79ed1e209131cea8003c |
| UNETR | 68.85 | Not recorded | 68fa79ed1e209131cea8003c |

### DpDNet

DSC: 77.76. Result ID: 698b65dd7a967eddb76e3fd3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8003c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8003c.md>)

[Implementation](<https://github.com/XinglongLiang08/DpDNet>)

Recorded evaluation configuration: {"Parameters (M)":"15.19","FLOPS (GFLOPS)":"138.79","Prompt-Based":true}. This record does not assert independent reproduction.

### Dod-Net

DSC: 76.8. Result ID: 698b65dd7a967eddb76e3fd0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8003c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68c61e209131cea1e50f.md>)

Recorded evaluation configuration: {"Parameters (M)":"15.14","FLOPS (GFLOPS)":"139.26","Prompt-Based":true}. This record does not assert independent reproduction.

### UniSeg

DSC: 75.87. Result ID: 698b65dd7a967eddb76e3fd2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8003c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f091e209131cea4377c.md>)

Recorded evaluation configuration: {"Parameters (M)":"15.12","FLOPS (GFLOPS)":"138.79","Prompt-Based":true}. This record does not assert independent reproduction.

### CLIP-driven

DSC: 74.38. Result ID: 698b65dd7a967eddb76e3fd1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8003c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e31e209131cea5eb0d.md>)

Recorded evaluation configuration: {"Parameters (M)":"15.34","FLOPS (GFLOPS)":"139.26","Prompt-Based":true}. This record does not assert independent reproduction.

### STU-Net-B

DSC: 74.07. Result ID: 698b65dd7a967eddb76e3fcb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8003c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f071e209131cea43651.md>)

Recorded evaluation configuration: {"Parameters (M)":"58.16","FLOPS (GFLOPS)":"548.61","Prompt-Based":false}. This record does not assert independent reproduction.

### nnU-Net

DSC: 73.66. Result ID: 698b65dd7a967eddb76e3fc8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8003c.md>)

Recorded evaluation configuration: {"Parameters (M)":"30.79","FLOPS (GFLOPS)":"526.29","Prompt-Based":false}. This record does not assert independent reproduction.

### 3DUX-Net

DSC: 73.01. Result ID: 698b65dd7a967eddb76e3fcf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8003c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ea91e209131cea412fc.md>)

Recorded evaluation configuration: {"Parameters (M)":"83.81","FLOPS (GFLOPS)":"1509.02","Prompt-Based":false}. This record does not assert independent reproduction.

### U-Mamba

DSC: 72.49. Result ID: 698b65dd7a967eddb76e3fce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8003c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d11e209131cea53274.md>)

[Implementation](<https://wanglab.ai/u-mamba.html>)

Recorded evaluation configuration: {"Parameters (M)":"42.12","FLOPS (GFLOPS)":"1067.69","Prompt-Based":false}. This record does not assert independent reproduction.

### nnU-Net+

DSC: 71.93. Result ID: 698b65dd7a967eddb76e3fc9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8003c.md>)

Recorded evaluation configuration: {"Parameters (M)":"46.71","FLOPS (GFLOPS)":"833.94","Prompt-Based":false}. This record does not assert independent reproduction.

### nnU-Net (Single-task)

DSC: 71.3. Result ID: 698b65dd7a967eddb76e3fc7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8003c.md>)

Recorded evaluation configuration: {"Parameters (M)":"30.79","FLOPS (GFLOPS)":"526.29","Prompt-Based":false}. This record does not assert independent reproduction.

### SwinUNET

DSC: 70.65. Result ID: 698b65dd7a967eddb76e3fcd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8003c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1a1e209131cea3234f.md>)

[Implementation](<https://monai.io/research/swin-unetr>)

Recorded evaluation configuration: {"Parameters (M)":"46.49","FLOPS (GFLOPS)":"202.58","Prompt-Based":false}. This record does not assert independent reproduction.

### STU-Net

DSC: 70.15. Result ID: 698b65dd7a967eddb76e3fca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8003c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f071e209131cea43651.md>)

Recorded evaluation configuration: {"Parameters (M)":"14.55","FLOPS (GFLOPS)":"138.70","Prompt-Based":false}. This record does not assert independent reproduction.

### UNETR

DSC: 68.85. Result ID: 698b65dd7a967eddb76e3fcc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79ed1e209131cea8003c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6afc1e209131cea2b881.md>)

Recorded evaluation configuration: {"Parameters (M)":"96.19","FLOPS (GFLOPS)":"196.92","Prompt-Based":false}. This record does not assert independent reproduction.

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