Referring Expression Generation on RefCOCOg (val)
21.3METEORControlCap
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ControlCapModel size=4.2B, Interactive control simulation=true2024.01 | 21.3 | 168.7 | |
| IREG2024.03 | 19.4 | 101.2 | |
| AnyReffine-tuned=true2024.03 | 17.1 | 79.7 | |
| ControlCapModel size=4.2B, Interactive control simulation=false2024.01 | 17 | 111.4 | |
| easyREG2024.03 | 17 | 77.7 | |
| OLIVE-RGBackbone=GPT22024.06 | 17 | 75 | |
| RegionGPTModel size=7B2024.01 | 16.9 | 109.9 | |
| Alpha-CLIP+LLaVAModel size=7B2024.01 | 16.7 | 109.2 | |
| OspreyModel size=7B2024.01 | 16.6 | 108.3 | |
| OLIVE-RGBackbone=Llama 22024.06 | 16.6 | 67.7 | |
| OLIVE-GBackbone=Llama 22024.06 | 16.5 | 64 | |
| OLIVE-GBackbone=GPT22024.06 | 16.4 | 70.9 | |
| GLaMMModel size=7B2024.01 | 16.2 | 105 | |
| AnyReffine-tuned=false2024.03 | 16.2 | 69 | |
| GLAMM2024.06 | 16.2 | 105 | |
| SLR+RerankModel size=<1B2024.01 | 15.9 | 66.2 | |
| SLR2024.03 | 15.9 | 66.2 | |
| SLR+RerankReranking=true2024.06 | 15.9 | 66.2 | |
| SLR2024.06 | 15.4 | 59.2 | |
| GRIT2024.03 | 15.3 | 71.6 | |
| GRITModel size=<1B2024.01 | 15.2 | 71.6 | |
| GRIT2024.06 | 15.2 | 71.6 | |
| Visdif2024.03 | 14.5 | — | |
| Kosmos-2Model size=1.6B2024.01 | 14.1 | 62.3 | |
| KOSMOS-22024.03 | 14.1 | 62.3 | |
| Kosmos 2Few-shot=true, k=42024.06 | 14.1 | 62.2 | |
| Kosmos 2Few-shot=true, k=22024.06 | 13.8 | 62.2 | |
| Flamingo-9BFew-shot=true, k=42024.06 | 12.3 | 39.6 | |
| Kosmos 2Zero-shot=true2024.06 | 12.2 | 60.3 | |
| Flamingo-9BFew-shot=true, k=22024.06 | 10.2 | 36.2 | |
| Flamingo-9BZero-shot=true2024.06 | 9.2 | 34.3 |