Stanford2D3D
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Monocular Depth Estimation | Stanford2D3D (test) | δ1 Accuracy97.27 | 81 | |
| Semantic Segmentation | Stanford2D3D Panoramic 1.0 (Fold-1) | mIoU70.1 | 53 | |
| Semantic Segmentation | Stanford2D3D-Panoramic (SPan) v1 (averaged by 3 folds) | mIoU54.1 | 39 | |
| Semantic Segmentation | Stanford2D3D | mIoU67.16 | 32 | |
| Depth Estimation | Stanford2D3D | Abs Rel0.063 | 27 | |
| Semantic Segmentation | Stanford2D3D official (3-fold average) | mIoU0.6306 | 20 | |
| Semantic Segmentation | Stanford2D3D Pinhole (fold-1) | mIoU51.48 | 18 | |
| 360 Depth Estimation | Stanford2D3D 1.0 (test) | Abs Rel Error0.0679 | 14 | |
| Monocular panoramic depth estimation | Stanford2D3D | Delta 1 Accuracy93.94 | 13 | |
| Semantic Segmentation | Stanford2D3D fold-1 (Area 5a and 5b) | mIoU45.73 | 12 | |
| Perspective Field prediction | Stanford2D3D (test) | Up Mean2.18 | 12 | |
| 360° layout estimation | Stanford2D3D (test) | 3D IoU86.6 | 11 | |
| Panoramic Semantic Segmentation | Stanford2D3D Spin-to-SPan (test) | mIoU70.38 | 10 | |
| Semantic Segmentation | Stanford2D3D official (Fold 1) | mIoU0.6737 | 10 | |
| Camera Understanding | Stanford2D3D | Roll AUC (Threshold 1°)96.6 | 9 | |
| Semantic Segmentation | Stanford2D3D (Area 5b) | mIoU45.73 | 9 | |
| Semantic Segmentation | Stanford2D3D (test) | mIoU69.47 | 9 | |
| Dense Depth Estimation | Stanford2D3D layout-available | RMSE0.394 | 8 | |
| 360 Layout Estimation | Stanford2D3D | 2D IoU88.37 | 8 | |
| Semantic Segmentation | Stanford2D3D sphere rank 7 256x512 (test) | Accuracy88.6 | 7 | |
| Depth Estimation | Stanford2D3D sphere rank 7 256x512 (test) | MAE0.165 | 7 | |
| Panorama Depth Estimation | Stanford2D3D 1.0 (area5) | MRE0.0829 | 7 | |
| Monocular 360 Depth Estimation | Stanford2D3D Area 5 (test) | MAE0.2027 | 7 | |
| Depth estimation | Stanford2D3D (fold-1 test) | MRE0.1014 | 6 | |
| Semantic Segmentation | Stanford2D3D Panoramic SGA (val fold 1) | mIoU65.04 | 6 |
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