Change Captioning on CLEVR-Change (test)
57.5BLEU ScoreMCT-CCDiff
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MCT-CCDiffMethod category=Non-LLM-based2026.03 | 57.5 | 40.6 | 75.6 | 131.7 | |
| ProCapMethod category=Non-LLM-based2026.03 | 56.7 | 41.7 | 74.7 | 135.6 | |
| SCORER+CBRMethod category=Non-LLM-based2026.03 | 56.3 | 41.2 | 74.5 | 126.8 | |
| SMARTMethod category=Non-LLM-based2026.03 | 56.1 | 40.8 | 74.2 | 127 | |
| RDD+ACRMethod category=Non-LLM-based2026.03 | 56.1 | 41.3 | 75 | 128.1 | |
| FINERMethod category=LLM-based2026.03 | 55.6 | 36.6 | 72.5 | 137.2 | |
| VARD-TransMethod category=Non-LLM-based2026.03 | 55.4 | 40.1 | 73.8 | 126.4 | |
| NCTMethod category=Non-LLM-based2026.03 | 55.1 | 40.2 | 73.8 | 124.1 | |
| DUDA+AuxMethod category=Non-LLM-based2026.03 | 51.2 | 37.7 | 70.5 | 115.4 | |
| LLaVA-1.5Method category=LLM-based2026.03 | 49.7 | 35.4 | 70.8 | 122.4 | |
| IFDCMethod category=Non-LLM-based2026.03 | 49.2 | 32.5 | 69.1 | 118.7 | |
| Qwen-VLMethod category=LLM-based2026.03 | 48.9 | 36 | 71.2 | 119.8 | |
| DUDAMethod category=Non-LLM-based2026.03 | 47.3 | 33.9 | — | 112.3 |