Second
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Semantic Change Detection | SECOND | mIoU74.33 | 48 | |
| Change Detection | SECOND (test) | F1 Score48.2 | 20 | |
| Building Change Detection | SECOND | IoU67.65 | 16 | |
| Object Change Proposal | SECOND binary | F1 Score69.5 | 14 | |
| Open-Ended Visual Question Answering | Delta-SECOND | H-CQS METEOR32.74 | 13 | |
| Choice Visual Question Answering | Delta-SECOND | H-CIC Single Accuracy64.18 | 13 | |
| Semantic Change Detection | SECOND (test) | Params (M)2.97 | 13 | |
| Building Change Detection | SECOND Building 1.0 (test) | Precision79.9 | 12 | |
| Speech Enhancement | Second (test) | CSIG4.38 | 11 | |
| Reference-based Super-Resolution | SECOND 16x (test) | LPIPS0.3433 | 8 | |
| Reference-based Super-Resolution | SECOND 8x (test) | LPIPS0.2642 | 8 | |
| Reference-based Super-Resolution | SECOND full x16 (test) | LPIPS0.2905 | 7 | |
| Reference-based Super-Resolution | SECOND full x8 (test) | LPIPS0.2174 | 7 | |
| Semantic-mask-conditioned Change Generation | SECOND | mIoU76.19 | 6 | |
| Open-vocabulary change detection | SECOND (test) | Building IoU48.91 | 5 | |
| Land Cover Change Detection | SECOND (test) | Building IoU45.2 | 5 | |
| Building Change Detection | SECOND (test) | Precision79.9 | 5 |
Showing 17 of 17 rows