Remote Sensing Perception and Reasoning on XLRS-Bench
53.1Average Score (Avg.)GeoLLaVA-8K+DualComp
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GeoLLaVA-8K+DualCompCompression=42.4×2026.04 | 53.1 | 26.7 | 45 | 37.4 | 53 | 69.5 | 43.6 | 34 | 65 | 69 | 79 | 72 | 48.3 | 49 | |
| Intern-S1-miniCompression=-2026.04 | 51.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GeoLLaVA-8KCompression=-2026.04 | 51.5 | 26.7 | 38 | 35 | 49 | 69 | 41.6 | 31.6 | 65 | 67 | 78 | 66 | 50 | 52 | |
| Qwen2.5-VL-72BCompression=-2026.04 | 50.2 | 33.3 | 47 | 34 | 39 | 80 | 45.3 | 42.1 | 65 | 71 | 74 | 37 | 43.3 | 42 | |
| Qwen3-VL-8BCompression=-2026.04 | 50 | 21.7 | 50 | 30.4 | 26 | 81.5 | 46.6 | 43.1 | 66.7 | 74 | 79 | 37 | 43.3 | 51 | |
| GPT-5.2Compression=-2026.04 | 47.5 | 30 | 37 | 34 | 17 | 70.5 | 43 | 41.4 | 68.3 | 74 | 76 | 52 | 36.7 | 38 | |
| Qwen2.5-VL-7BCompression=-2026.04 | 47.4 | 33.3 | 40 | 36.2 | 31 | 77 | 40.6 | 40.5 | 66.7 | 68 | 72 | 27 | 38.3 | 45 | |
| GeoLLaVA-8K+FastVCompression=24×2026.04 | 47.1 | 23.3 | 41 | 37.4 | 46 | 50.5 | 43.8 | 31.6 | 65 | 53 | 60 | 65 | 46.7 | 49 | |
| InternVL2.5-8BCompression=-2026.04 | 46.2 | 38.3 | 37 | 21.6 | 10 | 77 | 33.4 | 35.5 | 65 | 73 | 83 | 34 | 50 | 43 | |
| Qwen2-VL-7BCompression=-2026.04 | 45.8 | 26.7 | 40 | 31.8 | 11 | 73 | 35.9 | 34.6 | 61.7 | 70 | 81 | 35 | 46.7 | 48 | |
| InternVL3-8BCompression=-2026.04 | 45.6 | 40 | 39 | 25.2 | 10 | 71.5 | 44.5 | 30.8 | 65 | 77 | 82 | 36 | 21.7 | 50 | |
| Gemini 2.5 ProCompression=-2026.04 | 45.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GeoLLaVA-8K+VisionZipCompression=24×2026.04 | 42.8 | 23.3 | 39 | 38.6 | 37 | 49 | 44.1 | 30 | 65 | 36 | 38 | 62 | 46.7 | 47 | |
| LLaVA-Next+RFM+DIPCompression=4×2026.04 | 42.2 | 36.7 | 41 | 25.6 | 2 | 54.5 | 33.9 | 34 | 53.3 | 70 | 76 | 24 | 53.3 | 44 | |
| LLaVA-NextCompression=-2026.04 | 41.7 | 26.7 | 40 | 30 | 5 | 67 | 28.8 | 32.8 | 66.7 | 69 | 78 | 27 | 35 | 36 | |
| GeoLLaVA-8K+SparseVLMCompression=24×2026.04 | 41.2 | 21.7 | 39 | 38.8 | 38 | 32.5 | 33.8 | 26.5 | 65 | 43 | 43 | 62 | 45 | 47 | |
| Claude 3.7 SonnetCompression=-2026.04 | 40.5 | 27.6 | 22.7 | 27.6 | 17.4 | 68.4 | 30.5 | 29.9 | 63.6 | 64.8 | 78.4 | 34.5 | 27.8 | 32.6 | |
| ZoomEarthCompression=-2026.04 | 40.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GeoChatCompression=-2026.04 | 22.9 | 16.7 | 29 | 24.2 | 2 | 23 | 21.1 | 16.8 | 35 | 33 | 43 | 10 | — | 21 |