Domain Conversion on ImageNet-R (test)
10.2Recall@10 (Cartoon)Context-I2W
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Context-I2WSupervision=ZERO-SHOT2023.09 | 10.2 | 26.1 | 17.5 | 28.7 | 11.6 | 27.4 | 12.1 | 28.2 | 12.9 | 27.6 | |
| Context-I2WSupervision=ZERO-SHOT, Training Data Ratio=100%2023.09 | 10.2 | 26.1 | 17.5 | 28.7 | 11.6 | 27.4 | 12.1 | 28.2 | 12.9 | 27.6 | |
| Context-I2WSupervision=ZERO-SHOT, Training Data Ratio=50%2023.09 | 9 | 23 | 14.3 | 25.6 | 10.7 | 25 | 11 | 25.5 | 11.3 | 24.8 | |
| Pic2WordSupervision=ZERO-SHOT2023.09 | 8 | 21.9 | 13.5 | 25.6 | 8.7 | 21.6 | 10 | 23.8 | 10.1 | 23.2 | |
| Pic2WordSupervision=ZERO-SHOT2023.09 | 8 | 21.9 | 13.5 | 25.6 | 8.7 | 21.6 | 10 | 23.8 | 10.1 | 23.2 | |
| CombinerSupervision=CIRR2023.09 | 6.1 | 14.8 | 10.5 | 21.3 | 7 | 17.7 | 8.5 | 20.4 | 8 | 18.5 | |
| CombinerSupervision=Fashion-IQ2023.09 | 6 | 16.9 | 7.6 | 20.2 | 2.7 | 10.9 | 8 | 21.6 | 6 | 17.4 | |
| Image+TextSupervision=ZERO-SHOT2023.09 | 2.2 | 13.3 | 2 | 10.3 | 1.2 | 9.7 | 1.6 | 11.6 | 1.7 | 11.2 | |
| Image+TextSupervision=ZERO-SHOT2023.09 | 2.2 | 13.3 | 2 | 10.3 | 1.2 | 9.7 | 11.6 | — | 1.7 | 11.2 | |
| Image-onlySupervision=ZERO-SHOT2023.09 | 0.3 | 4.5 | 0.2 | 1.8 | 0.6 | 5.7 | 0.3 | 4 | 0.4 | 4 | |
| Image-onlySupervision=ZERO-SHOT2023.09 | 0.3 | 4.5 | 0.2 | 1.8 | 0.6 | 5.7 | 0.3 | 4 | 0.4 | 4 | |
| Text-onlySupervision=ZERO-SHOT2023.09 | 0.2 | 1.1 | 0.8 | 3.7 | 0.8 | 2.4 | 0.4 | 2 | 0.5 | 2.3 | |
| Text-onlySupervision=ZERO-SHOT2023.09 | 0.2 | 1.1 | 0.8 | 3.7 | 0.8 | 2.4 | 0.4 | 2 | 0.5 | 2.3 |