# Glioblastoma Segmentation on UPENN-GBM

Source: [Glioblastoma Segmentation on UPENN-GBM](<https://www.sota2.com/research/sota/glioblastoma-segmentation-on-upenn-gbm>)

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

Data updated: 2026-02-26T05:41:52.321Z

Evaluation of Glioblastoma segmentation performance on the UPENN-GBM dataset, reporting metrics for key tumor sub-regions (ET, TC, WT) and an overall average score.

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 | Glioblastoma Segmentation |
| Dataset (including any stated split) | UPENN-GBM |
| Metric | ET Segmentation Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [ET Segmentation Score](<https://www.sota2.com/research/sota/glioblastoma-segmentation-on-upenn-gbm.md?metric=ET%20Segmentation%20Score>): Higher is better; unit: PERCENT.

- [TC Segmentation Score](<https://www.sota2.com/research/sota/glioblastoma-segmentation-on-upenn-gbm.md?metric=TC%20Segmentation%20Score>): Higher is better; unit: PERCENT.

- [WT Segmentation Score](<https://www.sota2.com/research/sota/glioblastoma-segmentation-on-upenn-gbm.md?metric=WT%20Segmentation%20Score>): Higher is better; unit: PERCENT.

- [Average Segmentation Score](<https://www.sota2.com/research/sota/glioblastoma-segmentation-on-upenn-gbm.md?metric=Average%20Segmentation%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ET Segmentation Score | Result date | Report paper |
| --- | --- | --- | --- |
| BrainMVP | 88.49 | Not recorded | 68fa77b91e209131cea74fab |
| UniFormer | 87.93 | Not recorded | 68fa77b91e209131cea74fab |
| M3AE | 87.75 | Not recorded | 68fa77b91e209131cea74fab |
| Swin-UNETR | 87.6 | Not recorded | 68fa77b91e209131cea74fab |
| BrainMVP | 87.3 | Not recorded | 68fa77b91e209131cea74fab |
| Swin-UNETR\* | 87.24 | Not recorded | 68fa77b91e209131cea74fab |
| M3AE | 87.15 | Not recorded | 68fa77b91e209131cea74fab |
| GVSL | 87.09 | Not recorded | 68fa77b91e209131cea74fab |
| DAE | 86.9 | Not recorded | 68fa77b91e209131cea74fab |
| VoCo | 86.65 | Not recorded | 68fa77b91e209131cea74fab |
| MG | 86.64 | Not recorded | 68fa77b91e209131cea74fab |
| TransVW | 85.95 | Not recorded | 68fa77b91e209131cea74fab |
| UNET3D | 85.65 | Not recorded | 68fa77b91e209131cea74fab |
| SimMIM | 83.7 | Not recorded | 68fa77b91e209131cea74fab |
| MAE3D | 83.66 | Not recorded | 68fa77b91e209131cea74fab |
| UNETR | 83.1 | Not recorded | 68fa77b91e209131cea74fab |
| MoCov3 | 83.02 | Not recorded | 68fa77b91e209131cea74fab |

### BrainMVP

ET Segmentation Score: 88.49. Result ID: 699562d53badfaffe655853e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74fab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74fab.md>)

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

Recorded evaluation configuration: {"Modality":"MRI","Network":"UniFormer","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction.

### UniFormer

ET Segmentation Score: 87.93. Result ID: 699562d53badfaffe6558530.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74fab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa755e1e209131cea678c1.md>)

[Implementation](<https://github.com/Sense-X/UniFormer>)

Recorded evaluation configuration: {"Pre-training Strategy":"From Scratch","Network":"UniFormer"}. This record does not assert independent reproduction.

### M3AE

ET Segmentation Score: 87.75. Result ID: 699562d53badfaffe655853c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74fab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb31e209131cea4194e.md>)

Recorded evaluation configuration: {"Modality":"MRI","Network":"UniFormer","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction.

### Swin-UNETR

ET Segmentation Score: 87.6. Result ID: 699562d53badfaffe6558531.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74fab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b831e209131cea2eb83.md>)

Recorded evaluation configuration: {"Pre-training Strategy":"From Scratch","Network":"Swin-UNETR"}. This record does not assert independent reproduction.

### BrainMVP

ET Segmentation Score: 87.3. Result ID: 699562d53badfaffe655853d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74fab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74fab.md>)

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

Recorded evaluation configuration: {"Modality":"MRI","Network":"UNET3D","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction.

### Swin-UNETR\*

ET Segmentation Score: 87.24. Result ID: 699562d53badfaffe6558538.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74fab.md>)

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

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

Recorded evaluation configuration: {"Modality":"MRI","Network":"Swin-UNETR","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction.

### M3AE

ET Segmentation Score: 87.15. Result ID: 699562d53badfaffe655853b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74fab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb31e209131cea4194e.md>)

Recorded evaluation configuration: {"Modality":"MRI","Network":"UNET3D","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction.

### GVSL

ET Segmentation Score: 87.09. Result ID: 699562d53badfaffe6558537.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74fab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ea91e209131cea41356.md>)

Recorded evaluation configuration: {"Modality":"CT","Network":"UNET3D","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction.

### DAE

ET Segmentation Score: 86.9. Result ID: 699562d53badfaffe655853a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74fab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703b1e209131cea49c7c.md>)

Recorded evaluation configuration: {"Modality":"MRI","Network":"Swin-UNETR","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction.

### VoCo

ET Segmentation Score: 86.65. Result ID: 699562d53badfaffe6558539.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74fab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa80131e209131cea9be5a.md>)

[Implementation](<https://github.com/Luffy03/VoCo>)

Recorded evaluation configuration: {"Modality":"MRI","Network":"Swin-UNETR","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction.

### MG

ET Segmentation Score: 86.64. Result ID: 699562d53badfaffe6558535.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74fab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68ef1e209131cea1f0c6.md>)

Recorded evaluation configuration: {"Modality":"CXR, CT","Network":"UNET3D","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction.

### TransVW

ET Segmentation Score: 85.95. Result ID: 699562d53badfaffe6558536.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74fab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa695a1e209131cea21bc3.md>)

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

Recorded evaluation configuration: {"Modality":"CT","Network":"UNET3D","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction.

### UNET3D

ET Segmentation Score: 85.65. Result ID: 699562d53badfaffe655852f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74fab.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: {"Pre-training Strategy":"From Scratch","Network":"UNET3D"}. This record does not assert independent reproduction.

### SimMIM

ET Segmentation Score: 83.7. Result ID: 699562d53badfaffe6558533.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74fab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c5b1e209131cea33891.md>)

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

Recorded evaluation configuration: {"Modality":"Natural","Network":"UNETR","Pre-training Strategy":"With General SSL"}. This record does not assert independent reproduction.

### MAE3D

ET Segmentation Score: 83.66. Result ID: 699562d53badfaffe6558532.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74fab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f391e209131ce9e8626.md>)

Recorded evaluation configuration: {"Modality":"Natural","Network":"UNETR","Pre-training Strategy":"With General SSL"}. This record does not assert independent reproduction.

### UNETR

ET Segmentation Score: 83.1. Result ID: 699562d53badfaffe655852e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74fab.md>)

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

Recorded evaluation configuration: {"Pre-training Strategy":"From Scratch","Network":"UNETR"}. This record does not assert independent reproduction.

### MoCov3

ET Segmentation Score: 83.02. Result ID: 699562d53badfaffe6558534.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74fab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea2903d.md>)

[Implementation](<https://github.com/facebookresearch/moco-v3>)

Recorded evaluation configuration: {"Modality":"Natural","Network":"UNETR","Pre-training Strategy":"With General SSL"}. This record does not assert independent reproduction.

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