Object Composition on COCO
14.6Recall@1LinCIR + RTD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LinCIR + RTDBackbone=ViT-L2024.06 | 14.6 | 29.84 | 38.87 | |
| SEARLE + RTDBackbone=ViT-L2024.06 | 14.38 | 29.74 | 38.09 | |
| Context-I2WSupervision=ZERO-SHOT2023.09 | 13.5 | 28.5 | 38.1 | |
| CombinerSupervision=Fashion-IQ2023.02 | 13.2 | 27.1 | 35.2 | |
| CombinerSupervision=Fashion-IQ2023.09 | 13.2 | 27.1 | 35.2 | |
| SEARLEBackbone=ViT-L2024.06 | 12.07 | 26.13 | 35.17 | |
| Pic2WordSupervision=ZERO-SHOT2023.02 | 11.5 | 24.8 | 33.4 | |
| Pic2WordSupervision=ZERO-SHOT2023.09 | 11.5 | 24.8 | 33.4 | |
| LinCIRBackbone=ViT-L2024.06 | 11.37 | 24.53 | 33.85 | |
| SEARLE + RTDBackbone=ViT-B2024.06 | 11.01 | 24.34 | 32.84 | |
| Pic2WordBackbone=ViT-L2024.06 | 10.26 | 23.67 | 32.53 | |
| Pic2Word + RTDBackbone=ViT-L2024.06 | 10.26 | 24.66 | 33.56 | |
| Image+TextSupervision=ZERO-SHOT2023.02 | 10.2 | 20.2 | 26.6 | |
| Image+TextSupervision=ZERO-SHOT2023.09 | 10.2 | 20.2 | 26.6 | |
| CombinerSupervision=CIRR2023.02 | 9.9 | 22.8 | 32.2 | |
| CombinerSupervision=CIRR2023.09 | 9.9 | 22.8 | 32.2 | |
| LinCIR + RTDBackbone=ViT-B2024.06 | 9.59 | 21.66 | 30.66 | |
| SEARLEBackbone=ViT-B2024.06 | 9.52 | 21.45 | 29.38 | |
| Image-onlySupervision=ZERO-SHOT2023.02 | 8.6 | 15.4 | 18.9 | |
| Image-onlySupervision=ZERO-SHOT2023.09 | 8.6 | 15.4 | 18.9 | |
| Pic2Word + RTDBackbone=ViT-B2024.06 | 7.62 | 20.23 | 28.69 | |
| LinCIRBackbone=ViT-B2024.06 | 7.15 | 18.38 | 27.3 | |
| Pic2WordBackbone=ViT-B2024.06 | 6.88 | 13.6 | 17.52 | |
| Text-onlySupervision=ZERO-SHOT2023.02 | 6.1 | 15.7 | 23.5 | |
| Text-onlySupervision=ZERO-SHOT2023.09 | 6.1 | 15.7 | 23.5 |