Referred Object Detection on NWPU VHR-10 (test)
50.63AP (Small)Earth-OneVision (2B)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Earth-OneVision (2B)Parameters=2B2026.06 | 50.63 | 59.41 | 67.02 | 62.19 | 56.89 | 59.23 | |
| SATGroundevaluation_protocol=zero-shot2025.12 | 14.6 | 22.9 | 36.7 | 29.3 | 14.9 | — | |
| EarthDialevaluation_protocol=zero-shot2025.12 | 11.7 | 14.2 | 23.1 | 25.4 | 8.9 | — | |
| EarthDialZero-shot=true2024.12 | 11.66 | 14.21 | 23.12 | 25.37 | 8.9 | — | |
| EarthDial (4B)Parameters=4B2026.06 | 11.66 | 14.21 | 23.12 | 25.37 | 8.9 | 16.65 | |
| InternVL2-4Bevaluation_protocol=zero-shot2025.12 | 7.1 | 12.7 | 25.5 | 23 | 8.1 | — | |
| InternVL2-4BZero-shot=true2024.12 | 7.1 | 12.68 | 25.48 | 22.96 | 8.1 | — | |
| InternVL2 (4B)Parameters=4B2026.06 | 7.1 | 12.68 | 25.48 | 22.96 | 8.1 | 15.26 | |
| InternVL2-8Bevaluation_protocol=zero-shot2025.12 | 4.3 | 11.8 | 20.7 | 21.7 | 5.9 | — | |
| InternVL2-8BZero-shot=true2024.12 | 4.26 | 11.85 | 20.72 | 21.66 | 5.86 | — | |
| InternVL2 (8B)Parameters=8B2026.06 | 4.26 | 11.85 | 20.72 | 21.66 | 5.86 | 12.87 | |
| GeoChatevaluation_protocol=zero-shot2025.12 | 2.5 | 3.2 | 14.7 | 13.2 | 1.9 | — | |
| GeoChatZero-shot=true2024.12 | 2.5 | 3.2 | 14.7 | 13.23 | 1.9 | — | |
| GeoChat (7B)Parameters=7B2026.06 | 2.5 | 3.2 | 14.7 | 13.23 | 1.9 | 7.11 |