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

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

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

Data updated: 2026-04-06T07:55:17.514Z

Evaluation of classification performance on the Building Damage Assessment dataset, utilizing 5 stratified folds for evaluation.

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 (Classification) |
| Dataset (including any stated split) | Building Damage Assessment dataset (5 stratified folds) |
| Metric | Precision |
| 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

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

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

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

- [F1 Score](<https://www.sota2.com/research/sota/building-damage-assessment-classification-on-building-damage-assessment-dataset-5-stratified-folds.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| DINOv3 | 55 | Not recorded | 69d33e1c7d0172140ec737d0 |
| YOLO-like | 23 | Not recorded | 69d33e1c7d0172140ec737d0 |
| ResNet-152 | 22 | Not recorded | 69d33e1c7d0172140ec737d0 |
| ResNet-18 | 14 | Not recorded | 69d33e1c7d0172140ec737d0 |

### DINOv3

Precision: 55. Result ID: 69d366e147f34ce924bb05d9.

[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

Precision: 23. Result ID: 69d366e147f34ce924bb05d8.

[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

Precision: 22. Result ID: 69d366e147f34ce924bb05d7.

[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

Precision: 14. Result ID: 69d366e147f34ce924bb05d6.

[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.

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