Visual Question Answering on CulturalVQA (test)
33.7ECEMMBoundary
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MMBoundary2025.05 | 33.7 | 36.1 | 44.8 | 66.5 | |
| MMBoundary w/o RKAAblation Stage=Reinforcement Learning Stage2025.05 | 34.8 | 37 | 43.7 | 63.2 | |
| MMBoundary w/o UMTEAblation Stage=Warm-Up Stage2025.05 | 34.9 | 37.8 | 43 | 64.3 | |
| MMBoundary w/o ULNLPAblation Stage=Warm-Up Stage2025.05 | 35.6 | 39.7 | 42.3 | 63.9 | |
| MMBoundary w/o UCLIPSAblation Stage=Warm-Up Stage2025.05 | 35.8 | 39.4 | 42.6 | 63.7 | |
| MMBoundary w/o RECAblation Stage=Reinforcement Learning Stage2025.05 | 35.9 | 39.2 | 42.2 | 64.8 | |
| MMBoundary w/o UTSARAblation Stage=Warm-Up Stage2025.05 | 36.1 | 40.3 | 43.8 | 65.5 | |
| MMBoundary w/o S-SMappingAblation Stage=Warm-Up Stage2025.05 | 36.5 | 39.8 | 42.7 | 60.2 | |
| MMBoundary w/o RCSAblation Stage=Reinforcement Learning Stage2025.05 | 36.8 | 41.7 | 43.6 | 64 | |
| SaySelf2025.05 | 37.5 | 43.7 | 41.7 | 57.1 | |
| MMBoundary w UMaxAblation Stage=Warm-Up Stage2025.05 | 37.8 | 42.5 | 40.3 | 58.9 | |
| RCE2025.05 | 40.8 | 45.3 | 41.2 | 57.7 | |
| MMBoundary w/o RLAblation Stage=Reinforcement Learning Stage2025.05 | 40.8 | 45.6 | 41.9 | 59.5 | |
| DRL2025.05 | 45.3 | 50.2 | 39.2 | 56.4 | |
| Multisample2025.05 | 46.3 | 50.5 | 36.2 | 53.8 | |
| Conf-CSR2025.05 | 47.2 | 51.3 | 43.5 | 58.2 | |
| SC2025.05 | 49.1 | 55.4 | 37.1 | 51.1 | |
| DPS2025.05 | 57.2 | 59.4 | 35.4 | 48.5 | |
| DPV2025.05 | 62.4 | 65 | 33.4 | 48.2 |