# Landslide Detection on L4S full dataset (test)

Source: [Landslide Detection on L4S full dataset (test)](<https://www.sota2.com/research/sota/landslide-detection-on-l4s-full-dataset-test>)

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

Data updated: 2026-05-20T06:37:12.104Z

Evaluation of Landslide Detection performance on the test split of the L4S full dataset, reporting mIoU, F1, Precision, Recall, and mAcc.

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 | Landslide Detection |
| Dataset (including any stated split) | L4S full dataset (test) |
| Metric | F1 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

- [F1 Score](<https://www.sota2.com/research/sota/landslide-detection-on-l4s-full-dataset-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/landslide-detection-on-l4s-full-dataset-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/landslide-detection-on-l4s-full-dataset-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/landslide-detection-on-l4s-full-dataset-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [mAcc](<https://www.sota2.com/research/sota/landslide-detection-on-l4s-full-dataset-test.md?metric=mAcc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| ResNet34 | 74.7 | Not recorded | 68fa79c61e209131cea7f4fb |
| VGG16 | 73.57 | Not recorded | 68fa79c61e209131cea7f4fb |
| EfficientNet-B0 | 73.41 | Not recorded | 68fa79c61e209131cea7f4fb |
| ResNeXt50\_32X4D | 73.3 | Not recorded | 68fa79c61e209131cea7f4fb |
| SeResNet-50 | 73.28 | Not recorded | 68fa79c61e209131cea7f4fb |
| DenseNet121 | 72.9 | Not recorded | 68fa79c61e209131cea7f4fb |
| SeResNeXt50\_32x4D | 72.79 | Not recorded | 68fa79c61e209131cea7f4fb |
| InceptionV4 | 72.46 | Not recorded | 68fa79c61e209131cea7f4fb |
| InceptionResNetV2 | 71.51 | Not recorded | 68fa79c61e209131cea7f4fb |
| DeepLabV3+ | 71.41 | Not recorded | 68fa79c61e209131cea7f4fb |
| MobileNetV2 | 71.19 | Not recorded | 68fa79c61e209131cea7f4fb |
| U-Net | 70.12 | Not recorded | 68fa79c61e209131cea7f4fb |
| MiT-B1 | 69.89 | Not recorded | 68fa79c61e209131cea7f4fb |
| Prithvi-EO-2.0-300M | 60.7 | Not recorded | 68fa76c71e209131cea6efa2 |
| U-Net | 59.7 | Not recorded | 68fa76c71e209131cea6efa2 |
| Prithvi-EO-2.0-600M | 58.6 | Not recorded | 68fa76c71e209131cea6efa2 |
| U-Net++ | 57 | Not recorded | 68fa76c71e209131cea6efa2 |

### ResNet34

F1 Score: 74.7. Result ID: 6a0d5681fbc373592c04bfd4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f4fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f4fb.md>)

Recorded evaluation configuration: {"Architecture":"ResNet34-based U-Net"}. This record does not assert independent reproduction.

### VGG16

F1 Score: 73.57. Result ID: 6a0d5681fbc373592c04bfd5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f4fb.md>)

Recorded evaluation configuration: {"Models":"VGG16"}. This record does not assert independent reproduction.

### EfficientNet-B0

F1 Score: 73.41. Result ID: 6a0d5681fbc373592c04bfd6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f4fb.md>)

Recorded evaluation configuration: {"Models":"EfficientNet-B0"}. This record does not assert independent reproduction.

### ResNeXt50\_32X4D

F1 Score: 73.3. Result ID: 6a0d5681fbc373592c04bfd7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f4fb.md>)

Recorded evaluation configuration: {"Models":"ResNeXt50\_32X4D"}. This record does not assert independent reproduction.

### SeResNet-50

F1 Score: 73.28. Result ID: 6a0d5681fbc373592c04bfd8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f4fb.md>)

Recorded evaluation configuration: {"Models":"SeResNet-50"}. This record does not assert independent reproduction.

### DenseNet121

F1 Score: 72.9. Result ID: 6a0d5681fbc373592c04bfd9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f4fb.md>)

Recorded evaluation configuration: {"Models":"DenseNet121"}. This record does not assert independent reproduction.

### SeResNeXt50\_32x4D

F1 Score: 72.79. Result ID: 6a0d5681fbc373592c04bfda.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f4fb.md>)

Recorded evaluation configuration: {"Models":"SeResNeXt50\_32x4D"}. This record does not assert independent reproduction.

### InceptionV4

F1 Score: 72.46. Result ID: 6a0d5681fbc373592c04bfdb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f4fb.md>)

Recorded evaluation configuration: {"Models":"InceptionV4"}. This record does not assert independent reproduction.

### InceptionResNetV2

F1 Score: 71.51. Result ID: 6a0d5681fbc373592c04bfdc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f4fb.md>)

Recorded evaluation configuration: {"Models":"InceptionResNetV2"}. This record does not assert independent reproduction.

### DeepLabV3+

F1 Score: 71.41. Result ID: 6a0d5681fbc373592c04bfdd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f4fb.md>)

Recorded evaluation configuration: {"Models":"DeepLabV3+"}. This record does not assert independent reproduction.

### MobileNetV2

F1 Score: 71.19. Result ID: 6a0d5681fbc373592c04bfde.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f4fb.md>)

Recorded evaluation configuration: {"Models":"MobileNetV2"}. This record does not assert independent reproduction.

### U-Net

F1 Score: 70.12. Result ID: 6a0d5681fbc373592c04bfdf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f4fb.md>)

Recorded evaluation configuration: {"Models":"U-Net"}. This record does not assert independent reproduction.

### MiT-B1

F1 Score: 69.89. Result ID: 6a0d5681fbc373592c04bfe0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f4fb.md>)

Recorded evaluation configuration: {"Models":"MiT-B1"}. This record does not assert independent reproduction.

### Prithvi-EO-2.0-300M

F1 Score: 60.7. Result ID: 69afc37a6dbb7075b9579460.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76c71e209131cea6efa2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76c71e209131cea6efa2.md>)

Recorded evaluation configuration: {"loss":"Lovasz"}. This record does not assert independent reproduction.

### U-Net

F1 Score: 59.7. Result ID: 69afc37a6dbb7075b957945e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76c71e209131cea6efa2.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: {"loss":"wCE"}. This record does not assert independent reproduction.

### Prithvi-EO-2.0-600M

F1 Score: 58.6. Result ID: 69afc37a6dbb7075b9579461.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76c71e209131cea6efa2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76c71e209131cea6efa2.md>)

Recorded evaluation configuration: {"loss":"wCE"}. This record does not assert independent reproduction.

### U-Net++

F1 Score: 57. Result ID: 69afc37a6dbb7075b957945f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76c71e209131cea6efa2.md>)

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

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

Recorded evaluation configuration: {"loss":"wCE"}. This record does not assert independent reproduction.

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