Region Captioning on RefCOCOg
21.8METEORASM-FT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ASM-FTtype=fine-tuned2024.02 | 21.8 | 107.8 | |
| ASMv2-13Bparameters=13B2024.02 | 21.7 | 114.7 | |
| RegionGPT2024.03 | 16.9 | 109.9 | |
| GETok-SFTRegion Feat. Extractor=false2025.12 | 16.9 | 110.5 | |
| Groma2024.04 | 16.8 | 107.3 | |
| GromaRegion Feat. Extractor=true2025.12 | 16.8 | 107.3 | |
| Groma-7B2026.04 | 16.7 | 108.1 | |
| GLaMMRegion Feat. Extractor=true2025.12 | 16.2 | 106 | |
| ChatRex-7B + Naive finetuningadaptation=Naive finetuning2026.04 | 16.2 | 110.7 | |
| ChatRex-7B + Proposed methodframework=Language-Guided Semantic Cues (LGSCs)2026.04 | 16.2 | 114 | |
| GLaMMtask-specific finetuning=true2024.04 | 16.1 | 101.9 | |
| SLR2024.03 | 15.9 | 66.2 | |
| SLR+Rerankstrategy=reranking2024.02 | 15.9 | 66.2 | |
| SLRRegion Feat. Extractor=true2025.12 | 15.9 | 66.2 | |
| SLR2024.02 | 15.4 | 59.2 | |
| GRIT2024.03 | 15.2 | 71.6 | |
| GRIT2024.04 | 15.2 | 71.6 | |
| GRIT2024.02 | 15.2 | 71.6 | |
| GRITRegion Feat. Extractor=true2025.12 | 15.2 | 71.6 | |
| Shikra-7BRegion Feat. Extractor=false2025.12 | 15.2 | 72.7 | |
| Kosmos-22024.03 | 14.1 | 62.3 | |
| Kosmos-22024.04 | 14.1 | 62.3 | |
| Kosmos-22024.02 | 14.1 | 62.3 | |
| Kosmos-2Region Feat. Extractor=false2025.12 | 14.1 | 62.3 | |
| ChatRex-7B2026.04 | 13.6 | 56.8 |