# Building Damage Assessment (Segmentation) on Building Damage Assessment dataset (5 stratified folds)

Source: [Building Damage Assessment (Segmentation) on Building Damage Assessment dataset (5 stratified folds)](<https://www.sota2.com/research/sota/building-damage-assessment-segmentation-on-building-damage-assessment-dataset-5-stratified-folds>)

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

Data updated: 2026-04-06T07:55:17.551Z

Evaluation of model performance for Building Damage Assessment using semantic segmentation techniques on the Building Damage Assessment dataset, utilizing IoU metrics across 5 stratified folds.

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 | Building Damage Assessment (Segmentation) |
| Dataset (including any stated split) | Building Damage Assessment dataset (5 stratified folds) |
| Metric | IoU (Class 0) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [IoU (Class 0)](<https://www.sota2.com/research/sota/building-damage-assessment-segmentation-on-building-damage-assessment-dataset-5-stratified-folds.md?metric=IoU%20(Class%200)>): Higher is better; unit: PERCENT.

- [IoU (Class 1)](<https://www.sota2.com/research/sota/building-damage-assessment-segmentation-on-building-damage-assessment-dataset-5-stratified-folds.md?metric=IoU%20(Class%201)>): Higher is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/building-damage-assessment-segmentation-on-building-damage-assessment-dataset-5-stratified-folds.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | IoU (Class 0) | Result date | Report paper |
| --- | --- | --- | --- |
| DINOv3 | 89 | Not recorded | 69d33e1c7d0172140ec737d0 |
| YOLO-like | 71 | Not recorded | 69d33e1c7d0172140ec737d0 |
| ResNet-152 | 68 | Not recorded | 69d33e1c7d0172140ec737d0 |
| ResNet-18 | 38 | Not recorded | 69d33e1c7d0172140ec737d0 |

### DINOv3

IoU (Class 0): 89. Result ID: 69d366e147f34ce924bb05dd.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e1c7d0172140ec737d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a931e209131cea83fc5.md>)

Recorded evaluation configuration: {"Foundation Model":"true","Supervision":"Full-supervision"}. This record does not assert independent reproduction.

### YOLO-like

IoU (Class 0): 71. Result ID: 69d366e147f34ce924bb05dc.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e1c7d0172140ec737d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62801e209131ce9f9ac3.md>)

[Implementation](<http://pjreddie.com/yolo/>)

Recorded evaluation configuration: {"Foundation Model":"false","Supervision":"Full-supervision"}. This record does not assert independent reproduction.

### ResNet-152

IoU (Class 0): 68. Result ID: 69d366e147f34ce924bb05db.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e1c7d0172140ec737d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Foundation Model":"false","Supervision":"Full-supervision"}. This record does not assert independent reproduction.

### ResNet-18

IoU (Class 0): 38. Result ID: 69d366e147f34ce924bb05da.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e1c7d0172140ec737d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Foundation Model":"false","Supervision":"Full-supervision"}. This record does not assert independent reproduction.

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