Remote sensing image change captioning on RSICI in-domain (test)
81.28BLEU-1RSICCLLM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| RSICCLLMoptimization=Dual-Negative Preference Optimization (DNPO)2026.06 | 81.28 | 74.7 | 66.81 | 62.78 | 53.54 | 28.94 | 38.3 | 82.72 | |
| RSICCLLM-sftmode=supervised fine-tuning2026.06 | 80.13 | 72.99 | 65.72 | 61.68 | 52.31 | 27.55 | 37.51 | 80.38 | |
| GLM-4.5V2026.06 | 28.13 | 12.41 | 6.67 | 3.73 | 31.88 | 6.73 | 20.1 | 69.04 | |
| SenseChat-Vision2026.06 | 27.63 | 12.15 | 6.24 | 3.58 | 31.66 | 6.47 | 19.51 | 68.76 | |
| Qwen-VL-Max2026.06 | 27.55 | 12.12 | 5.18 | 2.7 | 34.2 | 6.86 | 20.1 | 71.79 | |
| Qwen2.5-VLParameters=72B2026.06 | 27.54 | 12.02 | 4.99 | 2.65 | 33.71 | 6.72 | 19.38 | 70.06 | |
| Qwen3-VLParameters=235B2026.06 | 27.15 | 12.32 | 5.01 | 2.82 | 33.79 | 6.37 | 19.42 | 71.7 | |
| InternVL-3.5Parameters=241B2026.06 | 26.81 | 12.01 | 5.32 | 2.83 | 32.83 | 6.8 | 19.77 | 72.98 | |
| Intern-S12026.06 | 26.47 | 11.97 | 5.47 | 3 | 31.98 | 6.78 | 19.18 | 70.89 | |
| Qwen3-VLParameters=32B2026.06 | 26.39 | 11.66 | 4.87 | 2.54 | 32.44 | 6.54 | 18.82 | 69.57 | |
| TEOChatParameters=7B2026.06 | 8.63 | 2.74 | 1.37 | 0.94 | 18.89 | 3.18 | 11.13 | 40.97 | |
| CCExpertParameters=7B2026.06 | 8.63 | 2.57 | 1.34 | 0.88 | 17.65 | 2.94 | 10.81 | 40.31 | |
| Qwen2.5-VLParameters=7B2026.06 | 7.4 | 2.35 | 1.08 | 0.61 | 17.27 | 2.79 | 10.16 | 42.06 |