iWildCam
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Classification | iWILDCam OOD | Accuracy72.68 | 26 | |
| Image Recognition | iWildCam | Accuracy68.2 | 21 | |
| multiclass classification | iWildCam WILDS 2.0 (OOD) | Macro F146 | 17 | |
| Animal species (186 classes). Domains: 324 camera locations. | iWildCam WILDS (test) | Macro F146.4 | 17 | |
| OOD accuracy prediction | iWildCam-WILDS | MAE0.7 | 16 | |
| Classification | iWILDCam | Accuracy52.2 | 16 | |
| Image Classification | iWILDCam ID | Accuracy52.5 | 15 | |
| Fine-grained Recognition | iWildCam-WILDS 1.0 (test-ID) | Top-1 Acc78.9 | 15 | |
| Animal species (186 classes). Domains: 324 camera locations. | iWildCam-WILDS (val) | Accuracy65.4 | 15 | |
| Species classification | iWildCam WILDS 2020 (test) | Accuracy74.5 | 14 | |
| Image Classification | iWildCAM Unseen v1.0 (test) | Mean Accuracy26.43 | 10 | |
| Image Classification | iWildCAM Seen v1.0 (test) | Mean Accuracy51.08 | 10 | |
| Image Classification | iWildCAM Overall v1.0 (test) | Mean Accuracy41.59 | 10 | |
| Error Detection | iWildCam | F1 Score80.9 | 10 | |
| Animal Recognition | iWildCam (21 new locations) | Overall Accuracy41.59 | 9 | |
| Species Classification | iWildCam 2020 | Actual Error26.5 | 3 |
Showing 16 of 16 rows