# Brain Tumor Segmentation on BraTS Downsampling Factor 3 2019

Source: [Brain Tumor Segmentation on BraTS Downsampling Factor 3 2019](<https://www.sota2.com/research/sota/brain-tumor-segmentation-on-brats-downsampling-factor-3-2019>)

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

Data updated: 2026-02-26T05:41:08.129Z

Evaluation of 3D brain tumor segmentation performance on the BraTS 2019 dataset specifically configured with a Downsampling Factor of 3. Metrics include Dice scores and Hausdorff Distance 95 (HD95) for Whole Tumor (WT), Tumor Core (TC), and Enhancing Tumor (ET) regions.

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 | Brain Tumor Segmentation |
| Dataset (including any stated split) | BraTS Downsampling Factor 3 2019 |
| Metric | Dice WT |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Dice WT](<https://www.sota2.com/research/sota/brain-tumor-segmentation-on-brats-downsampling-factor-3-2019.md?metric=Dice%20WT>): Higher is better; unit: PERCENT.

- [Dice TC](<https://www.sota2.com/research/sota/brain-tumor-segmentation-on-brats-downsampling-factor-3-2019.md?metric=Dice%20TC>): Higher is better; unit: PERCENT.

- [Dice ET](<https://www.sota2.com/research/sota/brain-tumor-segmentation-on-brats-downsampling-factor-3-2019.md?metric=Dice%20ET>): Higher is better; unit: PERCENT.

- [HD95 WT](<https://www.sota2.com/research/sota/brain-tumor-segmentation-on-brats-downsampling-factor-3-2019.md?metric=HD95%20WT>): Lower is better; unit: SCALAR.

- [HD95 TC](<https://www.sota2.com/research/sota/brain-tumor-segmentation-on-brats-downsampling-factor-3-2019.md?metric=HD95%20TC>): Lower is better; unit: SCALAR.

- [HD95 ET](<https://www.sota2.com/research/sota/brain-tumor-segmentation-on-brats-downsampling-factor-3-2019.md?metric=HD95%20ET>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Dice WT | Result date | Report paper |
| --- | --- | --- | --- |
| HNOSeg | 86.7 | Not recorded | 68fa70ca1e209131cea4d1e0 |
| HartleyMHA | 84.8 | Not recorded | 68fa70ca1e209131cea4d1e0 |
| FNO | 79.3 | Not recorded | 68fa70ca1e209131cea4d1e0 |
| V-Net-DS | 70.6 | Not recorded | 68fa70ca1e209131cea4d1e0 |
| UTNet | 69.9 | Not recorded | 68fa70ca1e209131cea4d1e0 |

### HNOSeg

Dice WT: 86.7. Result ID: 6991588a3a6c314849077caf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ca1e209131cea4d1e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ca1e209131cea4d1e0.md>)

[Implementation](<https://github.com/IBM/multimodal-3d-image-segmentation>)

Recorded evaluation configuration: {"Downsampling factor":"3","Training image resolution":"80x80x52"}. This record does not assert independent reproduction.

### HartleyMHA

Dice WT: 84.8. Result ID: 6991588a3a6c314849077cb0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ca1e209131cea4d1e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ca1e209131cea4d1e0.md>)

[Implementation](<https://github.com/IBM/multimodal-3d-image-segmentation>)

Recorded evaluation configuration: {"Downsampling factor":"3","Training image resolution":"80x80x52"}. This record does not assert independent reproduction.

### FNO

Dice WT: 79.3. Result ID: 6991588a3a6c314849077cae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ca1e209131cea4d1e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa581d1e209131ce9ab45d.md>)

Recorded evaluation configuration: {"Downsampling factor":"3","Training image resolution":"80x80x52"}. This record does not assert independent reproduction.

### V-Net-DS

Dice WT: 70.6. Result ID: 6991588a3a6c314849077cac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ca1e209131cea4d1e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64db1e209131cea06c52.md>)

Recorded evaluation configuration: {"Downsampling factor":"3","Training image resolution":"80x80x52"}. This record does not assert independent reproduction.

### UTNet

Dice WT: 69.9. Result ID: 6991588a3a6c314849077cad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ca1e209131cea4d1e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad71e209131cea2ab44.md>)

Recorded evaluation configuration: {"Downsampling factor":"3","Training image resolution":"80x80x52"}. This record does not assert independent reproduction.

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