# Standing dead tree semantic segmentation on Boreal Forest

Source: [Standing dead tree semantic segmentation on Boreal Forest](<https://www.sota2.com/research/sota/standing-dead-tree-semantic-segmentation-on-boreal-forest>)

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

Data updated: 2026-05-06T07:25:16.824Z

Evaluation of standing dead tree semantic segmentation performance on the Boreal Forest dataset, reporting metrics like Mean IoU Pixels.

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 | Standing dead tree semantic segmentation |
| Dataset (including any stated split) | Boreal Forest |
| Metric | Mean IoU (Pixels) |
| 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

- [Mean IoU (Pixels)](<https://www.sota2.com/research/sota/standing-dead-tree-semantic-segmentation-on-boreal-forest.md?metric=Mean%20IoU%20(Pixels)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Mean IoU (Pixels) | Result date | Report paper |
| --- | --- | --- | --- |
| TreeMort-3T-UNet | 25.88 | Not recorded | 68fa779c1e209131cea7456c |
| U-Net | 24.28 | Not recorded | 68fa779c1e209131cea7456c |
| UNet++ | 24.28 | Not recorded | 68fa779c1e209131cea7456c |
| MaskFormer | 23.97 | Not recorded | 68fa779c1e209131cea7456c |
| HCF-Net | 23.65 | Not recorded | 68fa779c1e209131cea7456c |
| DeepLabv3+ | 22.88 | Not recorded | 68fa779c1e209131cea7456c |
| FPN | 21.47 | Not recorded | 68fa779c1e209131cea7456c |
| PSPNet | 20.93 | Not recorded | 68fa779c1e209131cea7456c |
| U-Net | 18.23 | Not recorded | 68fa779c1e209131cea7456c |
| BEiT | 17.83 | Not recorded | 68fa779c1e209131cea7456c |
| DINOv2 | 17.81 | Not recorded | 68fa779c1e209131cea7456c |
| DETR | 15.46 | Not recorded | 68fa779c1e209131cea7456c |
| KokoNet | 8.17 | Not recorded | 68fa779c1e209131cea7456c |

### TreeMort-3T-UNet

Mean IoU (Pixels): 25.88. Result ID: 69faecd847f34ce924dd7ace.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779c1e209131cea7456c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779c1e209131cea7456c.md>)

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

### U-Net

Mean IoU (Pixels): 24.28. Result ID: 69faecd847f34ce924dd7acc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779c1e209131cea7456c.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: {"Backbone":"EfficientNet-B7"}. This record does not assert independent reproduction.

### UNet++

Mean IoU (Pixels): 24.28. Result ID: 69faecd847f34ce924dd7acd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779c1e209131cea7456c.md>)

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

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

Recorded evaluation configuration: {"Backbone":"EfficientNet-B7"}. This record does not assert independent reproduction.

### MaskFormer

Mean IoU (Pixels): 23.97. Result ID: 69faecd847f34ce924dd7acb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779c1e209131cea7456c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2e1e209131cea2ca07.md>)

[Implementation](<https://bowenc0221.github.io/maskformer>)

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

### HCF-Net

Mean IoU (Pixels): 23.65. Result ID: 69faecd847f34ce924dd7aca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779c1e209131cea7456c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72961e209131cea57543.md>)

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

### DeepLabv3+

Mean IoU (Pixels): 22.88. Result ID: 69faecd847f34ce924dd7ac9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779c1e209131cea7456c.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: Not recorded. This record does not assert independent reproduction.

### FPN

Mean IoU (Pixels): 21.47. Result ID: 69faecd847f34ce924dd7ac8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779c1e209131cea7456c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634f1e209131ce9fe017.md>)

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

### PSPNet

Mean IoU (Pixels): 20.93. Result ID: 69faecd847f34ce924dd7ac7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779c1e209131cea7456c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634b1e209131ce9fdc7e.md>)

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

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

### U-Net

Mean IoU (Pixels): 18.23. Result ID: 69faecd847f34ce924dd7ac2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779c1e209131cea7456c.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.

### BEiT

Mean IoU (Pixels): 17.83. Result ID: 69faecd847f34ce924dd7ac6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779c1e209131cea7456c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d5a1e209131cea39630.md>)

[Implementation](<https://aka.ms/beit>)

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

### DINOv2

Mean IoU (Pixels): 17.81. Result ID: 69faecd847f34ce924dd7ac5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779c1e209131cea7456c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72181e209131cea546c3.md>)

[Implementation](<https://github.com/facebookresearch/dinov2>)

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

### DETR

Mean IoU (Pixels): 15.46. Result ID: 69faecd847f34ce924dd7ac4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779c1e209131cea7456c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67ad1e209131cea17bce.md>)

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

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

### KokoNet

Mean IoU (Pixels): 8.17. Result ID: 69faecd847f34ce924dd7ac3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779c1e209131cea7456c.md>)

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

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