Visual Question Answering on VQA 5 tasks
62.14Accuracy (%)POP
Evaluation Results
| Method | Links | |
|---|---|---|
| POPPruning Ratio=0%, Backbone=Qwen2-VL2026.02 | 62.14 | |
| POPPruning Ratio=0%, Backbone=Qwen2.5-VL2026.02 | 60.68 | |
| POPPruning Ratio=20%, Backbone=Qwen2-VL2026.02 | 59.94 | |
| POPPruning Ratio=20%, Backbone=Qwen2.5-VL2026.02 | 59.46 | |
| POPPruning Ratio=40%, Backbone=Qwen2.5-VL2026.02 | 54.63 | |
| POPPruning Ratio=40%, Backbone=Qwen2-VL2026.02 | 54.33 | |
| FLAPPruning Ratio=20%, Backbone=Qwen2-VL2026.02 | 46.74 | |
| FLAPPruning Ratio=20%, Backbone=Qwen2.5-VL2026.02 | 42.53 | |
| Wanda-spPruning Ratio=20%, Backbone=Qwen2-VL2026.02 | 7.86 | |
| Wanda-spPruning Ratio=20%, Backbone=Qwen2.5-VL2026.02 | 3.71 | |
| Wanda-spPruning Ratio=40%, Backbone=Qwen2-VL2026.02 | 0.02 | |
| FLAPPruning Ratio=40%, Backbone=Qwen2-VL2026.02 | 0.01 | |
| Wanda-spPruning Ratio=40%, Backbone=Qwen2.5-VL2026.02 | 0 | |
| FLAPPruning Ratio=40%, Backbone=Qwen2.5-VL2026.02 | 0 |