Composed Image Retrieval on M-CIRR
45.29Recall@1TEMA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TEMAText Encoder=BLIP2026.04 | 45.29 | 79.46 | 88.17 | 72.05 | 86.52 | 75.76 | |
| CandidateText Encoder=BLIP2026.04 | 42.03 | 75.92 | 84.61 | 69.58 | 83.84 | 72.75 | |
| BLIP4CIR+BiText Encoder=BLIP2026.04 | 41.24 | 75.61 | 84.21 | 69.46 | 82.89 | 72.54 | |
| BLIP4CIRText Encoder=BLIP2026.04 | 39.92 | 74.04 | 84.07 | 67.79 | 82.21 | 70.92 | |
| Text+ImageText Encoder=BLIP2026.04 | 36.46 | 70.94 | 81.57 | 64.73 | 80.53 | 67.84 | |
| Text-onlyText Encoder=BLIP2026.04 | 23.5 | 50.1 | 67.3 | 49.28 | 67.7 | 49.69 | |
| CLVC-NetText Encoder=LSTM2026.04 | 11.6 | 36.22 | 50.26 | 19.67 | 40.82 | 27.95 | |
| TIRGText Encoder=LSTM2026.04 | 9.68 | 30.73 | 47.81 | 14.92 | 36.31 | 22.83 |