Visual Question Answering on (SLAKE, VQA-Med 2019-2021, VQA-RAD Task 1 test)
77.45SLAKEFull
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FullBackbone=ALBEF, MBit=3915.2, GFLOP=156.5, Param(M)=122.352024.11 | 77.45 | 67.25 | 15.06 | 22 | 41.52 | 46.92 | |
| F3OCUSBackbone=ALBEF, MBit=9.7, GFLOP=80.6, Param(M)=0.302024.11 | 74.69 | 60.05 | 12.84 | 24 | 42.3 | 42.78 | |
| Adap (all)Backbone=ALBEF, MBit=28.8, GFLOP=85.2, Param(M)=0.902024.11 | 72.82 | 64.45 | 11.56 | 21 | 38.35 | 43.17 | |
| FedDATBackbone=ALBEF, MBit=86.1, GFLOP=86.3, Param(M)=2.692024.11 | 72.79 | 63.58 | 12.46 | 23 | 38.91 | 43.93 | |
| LNBackbone=ALBEF, MBit=5.8, GFLOP=84.7, Param(M)=0.182024.11 | 69.53 | 62.22 | 10.59 | 22 | 36.89 | 41.3 | |
| BiasBackbone=ALBEF, MBit=3.5, GFLOP=84.7, Param(M)=0.112024.11 | 68.25 | 55.61 | 11.17 | 17 | 35.47 | 39.54 | |
| PromptFLBackbone=ALBEF, MBit=19.2, GFLOP=85.0, Param(M)=0.602024.11 | 65.63 | 57.56 | 4.78 | 15 | 40.26 | 36.65 | |
| LORABackbone=ALBEF, MBit=19.5, GFLOP=84.6, Param(M)=0.612024.11 | 57.73 | 60.18 | 4.59 | 15 | 31.16 | 35.09 |