DFC
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Semantic Segmentation | DFC 2020 | mIoU55.5 | 50 | |
| Elevation reconstruction | DFC 2019 | JAX 004 Result0.7 | 31 | |
| Semantic Segmentation | DFC 2023 | R Score94.98 | 20 | |
| Deepfake Detection | DFC IID Setting 23 | Accuracy67.61 | 18 | |
| Semantic Segmentation | DFC2020 S1 | mIoU48.1 | 14 | |
| Navigation Planning | DFC episodes 2018 (test) | Success Rate100 | 9 | |
| Classification | DFC20 | Accuracy (Optimal)70.43 | 9 | |
| Semantic Segmentation | DFC Summer to Spring, Autumn, Winter 2020 | mIoU28.08 | 8 | |
| Semantic Segmentation | DFC Spring to Summer, Autumn, Winter 2020 | mIoU31.33 | 8 | |
| Surface Reconstruction | DFC19 | Chamfer Distance (CD)1.52 | 8 | |
| Satellite Scene Reconstruction | DFC 2019 | MAE [m] (004)0.78 | 8 | |
| Elevation Estimation | DFC JAX 2019 | MAE (AOI 004)0.89 | 8 | |
| Semantic Segmentation | DFC S2 2020 | mIoU52.1 | 7 | |
| Semantic Segmentation | DFC S2 non-RGB 2020 | mIoU54 | 7 | |
| Urban Scene Reconstruction | DFC19 | MAE (m)1.8 | 7 | |
| Height Estimation | DFC19 | MAE (m)1.72 | 7 | |
| Appearance Reconstruction | DFC19 | PSNR23.68 | 7 | |
| 3D Reconstruction | DFC 19 (test) | MAE (m)1.5 | 7 | |
| DSM reconstruction | DFC 2019 | MAE (JAX_207)2.399 | 6 | |
| Semantic Segmentation | DFC2020 w/o domain gap | mIoU65.34 | 4 | |
| Ground Filtering | DFC adapted 2019 (S4) | Overall Accuracy96.91 | 4 | |
| Ground Filtering | adapted DFC2019 (S3) | Overall Accuracy (OA)96.79 | 4 | |
| Ground Filtering | adapted DFC 2019 (S2) | Overall Accuracy (OA)97.98 | 4 | |
| Ground Filtering | DFC adapted 2019 (S1) | Overall Accuracy (OA)97.98 | 4 | |
| Hierarchical Multi-label Classification | DFC 15 | AUPRC97.7 | 4 |
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