Image-text Retrieval on Flickr8k
53.8Mean ScoreFull Dataset
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Full DatasetNumber of pairs=Full2026.05 | 53.8 | 25.5 | 56.1 | 69.2 | 32.7 | 64.5 | 74.5 | |
| Full Dataset# Pairs=Full2026.05 | 53.8 | 25.5 | 56.1 | 69.2 | — | — | — | |
| Full Dataset# Pairs=Full2026.05 | 53.8 | — | — | — | 32.7 | 64.5 | 74.5 | |
| MDMNumber of pairs=5002026.05 | 26.2 | 7.4 | 25 | 37.1 | 11.2 | 32.4 | 44.2 | |
| MDM# Pairs=5002026.05 | 26.2 | 7.4 | 25 | 37.1 | — | — | — | |
| MDM# Pairs=5002026.05 | 26.2 | — | — | — | 11.2 | 32.4 | 44.2 | |
| LoRSNumber of pairs=5002026.05 | 25 | 6.9 | 22 | 33.1 | 10.9 | 31 | 45.8 | |
| LoRS# Pairs=5002026.05 | 25 | 6.9 | 22 | 33.1 | — | — | — | |
| LoRS# Pairs=5002026.05 | 25 | — | — | — | 10.9 | 31 | 45.8 | |
| MDMNumber of pairs=2002026.05 | 24.3 | 7.1 | 23.2 | 35.1 | 9.9 | 29 | 41.6 | |
| MDM# Pairs=2002026.05 | 24.3 | 7.1 | 23.2 | 35.1 | — | — | — | |
| MDM# Pairs=2002026.05 | 24.3 | — | — | — | 9.9 | 29 | 41.6 | |
| LoRSNumber of pairs=2002026.05 | 22.1 | 6.3 | 20.5 | 31.6 | 9.5 | 26.3 | 38.2 | |
| LoRS# Pairs=2002026.05 | 22.1 | 6.3 | 20.5 | 31.6 | — | — | — | |
| LoRS# Pairs=2002026.05 | 22.1 | — | — | — | 9.5 | 26.3 | 38.2 | |
| MDMNumber of pairs=1002026.05 | 21.9 | 6 | 20.8 | 32.4 | 7.9 | 26.5 | 38.1 | |
| MDM# Pairs=1002026.05 | 21.9 | 6 | 20.8 | 32.4 | — | — | — | |
| MDM# Pairs=1002026.05 | 21.9 | — | — | — | 7.9 | 26.5 | 38.1 | |
| LoRSNumber of pairs=1002026.05 | 19.4 | 4.9 | 18 | 29 | 7 | 22.8 | 34.8 | |
| LoRS# Pairs=1002026.05 | 19.4 | 4.9 | 18 | 29 | — | — | — | |
| LoRS# Pairs=1002026.05 | 19.4 | — | — | — | 7 | 22.8 | 34.8 | |
| ForgettingNumber of pairs=5002026.05 | 17.4 | 4.6 | 16.2 | 24.5 | 5.8 | 21.7 | 31.7 | |
| Forgetting# Pairs=5002026.05 | 17.4 | 4.6 | 16.2 | 24.5 | — | — | — | |
| Forgetting# Pairs=5002026.05 | 17.4 | — | — | — | 5.8 | 21.7 | 31.7 | |
| K-CenterNumber of pairs=5002026.05 | 15.4 | 4 | 13.4 | 21.1 | 5.9 | 18.9 | 29 | |
| K-Center# Pairs=5002026.05 | 15.4 | 4 | 13.4 | 21.1 | — | — | — | |
| K-Center# Pairs=5002026.05 | 15.4 | — | — | — | 5.9 | 18.9 | 29 | |
| RandomNumber of pairs=5002026.05 | 15.3 | 3.7 | 13 | 21.2 | 6 | 19.4 | 28.8 | |
| Random# Pairs=5002026.05 | 15.3 | 3.7 | 13 | 21.2 | — | — | — | |
| Random# Pairs=5002026.05 | 15.3 | — | — | — | 6 | 19.4 | 28.8 | |
| MTT-VLNumber of pairs=5002026.05 | 15.1 | 3.7 | 13.3 | 21.3 | 5.8 | 18 | 28.2 | |
| MTT-VL# Pairs=5002026.05 | 15.1 | 3.8 | 13.3 | 21.2 | — | — | — | |
| MTT-VL# Pairs=5002026.05 | 15.1 | — | — | — | 5.7 | 18.6 | 27.7 | |
| HerdingNumber of pairs=5002026.05 | 14.1 | 3.7 | 12.5 | 19.8 | 4.9 | 17.5 | 26.4 | |
| Herding# Pairs=5002026.05 | 14.1 | 3.7 | 12.5 | 19.8 | — | — | — | |
| Herding# Pairs=5002026.05 | 14.1 | — | — | — | 4.9 | 17.5 | 26.4 | |
| TESLAWBCENumber of pairs=5002026.05 | 13.5 | 2.5 | 8.8 | 14.1 | 6.9 | 19.6 | 29 | |
| TESLAWBCE# Pairs=5002026.05 | 13.5 | 2.5 | 8.8 | 14.1 | — | — | — | |
| TESLAWBCE# Pairs=5002026.05 | 13.5 | — | — | — | 6.9 | 19.6 | 29 | |
| TESLAWBCENumber of pairs=2002026.05 | 11.7 | 1.2 | 4.7 | 8.4 | 6.6 | 19.5 | 29.5 | |
| TESLAWBCE# Pairs=2002026.05 | 11.7 | 1.2 | 4.7 | 8.4 | — | — | — | |
| TESLAWBCE# Pairs=2002026.05 | 11.7 | — | — | — | 6.6 | 19.5 | 29.5 | |
| K-CenterNumber of pairs=2002026.05 | 10.8 | 2.3 | 9.1 | 15 | 3.8 | 13.7 | 20.9 | |
| K-Center# Pairs=2002026.05 | 10.8 | 2.3 | 9.1 | 15 | — | — | — | |
| K-Center# Pairs=2002026.05 | 10.8 | — | — | — | 3.8 | 13.7 | 20.9 | |
| HerdingNumber of pairs=2002026.05 | 9.9 | 2 | 7.6 | 14 | 3.2 | 12.5 | 19.9 | |
| Herding# Pairs=2002026.05 | 9.9 | 2 | 7.6 | 14 | — | — | — | |
| Herding# Pairs=2002026.05 | 9.9 | — | — | — | 3.2 | 12.5 | 19.9 | |
| RandomNumber of pairs=2002026.05 | 9.8 | 2 | 7.8 | 13.7 | 3.3 | 12.5 | 19.5 | |
| Random# Pairs=2002026.05 | 9.8 | 2 | 7.8 | 13.7 | — | — | — | |
| Random# Pairs=2002026.05 | 9.8 | — | — | — | 3.3 | 12.5 | 19.5 | |
| TESLAWBCENumber of pairs=1002026.05 | 9.7 | 0.8 | 3.8 | 7 | 4.7 | 16.1 | 25.9 | |
| TESLAWBCE# Pairs=1002026.05 | 9.7 | 0.8 | 3.8 | 7 | — | — | — | |
| TESLAWBCE# Pairs=1002026.05 | 9.7 | — | — | — | 4.7 | 16.1 | 25.9 | |
| MTT-VLNumber of pairs=2002026.05 | 8.6 | 1.8 | 7 | 12.2 | 2.8 | 10.3 | 17.3 | |
| MTT-VL# Pairs=2002026.05 | 8.6 | 1.8 | 7 | 12.2 | — | — | — | |
| MTT-VL# Pairs=2002026.05 | 8.6 | — | — | — | 2.8 | 10.3 | 17.3 | |
| ForgettingNumber of pairs=2002026.05 | 8 | 1.7 | 6.5 | 11.5 | 3.1 | 9.7 | 15.4 | |
| Forgetting# Pairs=2002026.05 | 8 | 1.7 | 6.5 | 11.5 | — | — | — | |
| Forgetting# Pairs=2002026.05 | 8 | — | — | — | 3.1 | 9.7 | 15.4 | |
| K-CenterNumber of pairs=1002026.05 | 6.8 | 1.2 | 4.9 | 9 | 2.7 | 9.3 | 13.9 | |
| K-Center# Pairs=1002026.05 | 6.8 | 1.2 | 4.9 | 9 | — | — | — | |
| K-Center# Pairs=1002026.05 | 6.8 | — | — | — | 2.7 | 9.3 | 13.9 | |
| RandomNumber of pairs=1002026.05 | 6.6 | 1.2 | 5.6 | 9.6 | 2.7 | 8 | 12.6 | |
| Random# Pairs=1002026.05 | 6.6 | 1.2 | 5.6 | 9.6 | — | — | — | |
| Random# Pairs=1002026.05 | 6.6 | — | — | — | 2.7 | 8 | 12.6 | |
| HerdingNumber of pairs=1002026.05 | 6.5 | 1.2 | 4.4 | 8.5 | 2.2 | 8.5 | 14.2 | |
| Herding# Pairs=1002026.05 | 6.5 | 1.2 | 4.4 | 8.5 | — | — | — | |
| Herding# Pairs=1002026.05 | 6.5 | — | — | — | 2.2 | 8.5 | 14.2 | |
| MTT-VLNumber of pairs=1002026.05 | 5.1 | 0.8 | 4.1 | 7 | 1.2 | 6.4 | 11.5 | |
| MTT-VL# Pairs=1002026.05 | 5.1 | 0.8 | 4 | 7 | — | — | — | |
| MTT-VL# Pairs=1002026.05 | 5.1 | — | — | — | 1.5 | 6.4 | 10.8 | |
| ForgettingNumber of pairs=1002026.05 | 4.5 | 1.2 | 4.1 | 7.1 | 1.5 | 4.8 | 8.4 | |
| Forgetting# Pairs=1002026.05 | 4.5 | 1.2 | 4 | 7.1 | — | — | — | |
| Forgetting# Pairs=1002026.05 | 4.5 | — | — | — | 1.5 | 4.8 | 8.4 |