Visual Question Answering on SEED
79.8Overall ScoreVanilla
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VanillaSource=Qwen’25, Token Reduction=0%, Backbone=Qwen2.5-VL-7B2026.06 | 79.8 | — | |
| VanillaBackbone=InternVL 2.5 8B, Average Tokens Retained=100%2026.02 | 77.1 | 100 | |
| IVC-PruneBackbone=InternVL 2.5 8B, Average Tokens Retained=50%2026.02 | 77 | 99.6 | |
| IVC-PruneBackbone=DeepSeek-VL2 Small-16B, Average Tokens Retained=52%2026.02 | 77 | 100.1 | |
| VanillaBackbone=DeepSeek-VL2 Small-16B, Average Tokens Retained=100%2026.02 | 76.9 | 100 | |
| PDropBackbone=DeepSeek-VL2 Small-16B, Average Tokens Retained=57%2026.02 | 76.8 | 100 | |
| VanillaBackbone=Qwen2.5-VL 7B, Average Tokens Retained=100%2026.02 | 76.7 | 100 | |
| IVC-PruneBackbone=Qwen2.5-VL 7B, Average Tokens Retained=50%2026.02 | 76.7 | 100.6 | |
| Win. FastVBackbone=DeepSeek-VL2 Small-16B, Average Tokens Retained=54%2026.02 | 76.1 | 97.3 | |
| FastVBackbone=DeepSeek-VL2 Small-16B, Average Tokens Retained=54%2026.02 | 75.6 | 98.6 | |
| PDropBackbone=InternVL 2.5 8B, Average Tokens Retained=56%2026.02 | 75.4 | 95.8 | |
| VScanBackbone=Qwen2.5-VL 7B, Average Tokens Retained=50%2026.02 | 74.8 | 99.1 | |
| PDropBackbone=Qwen2.5-VL 7B, Average Tokens Retained=61%2026.02 | 74 | 97.5 | |
| FastVBackbone=InternVL 2.5 8B, Average Tokens Retained=53%2026.02 | 74 | 97 | |
| Win. FastVBackbone=Qwen2.5-VL 7B, Average Tokens Retained=54%2026.02 | 73.9 | 96.9 | |
| Win. FastVBackbone=InternVL 2.5 8B, Average Tokens Retained=53%2026.02 | 73.9 | 96.1 | |
| FastVBackbone=Qwen2.5-VL 7B, Average Tokens Retained=54%2026.02 | 72.9 | 98.4 | |
| PDrop+RerouteSource=Ours, Token Reduction=66.7%, Backbone=Qwen2.5-VL-7B2026.06 | 69.5 | — | |
| PDropSource=CVPR’25, Token Reduction=66.7%, Backbone=Qwen2.5-VL-7B2026.06 | 68.7 | — | |
| FastV+RerouteSource=Ours, Token Reduction=66.7%, Backbone=Qwen2.5-VL-7B2026.06 | 68.1 | — | |
| FastVSource=ECCV’24, Token Reduction=66.7%, Backbone=Qwen2.5-VL-7B2026.06 | 66.9 | — | |
| VanillaBackbone=LLaVA-v1.5 7B, Average Tokens Retained=100%2026.02 | 64.4 | 100 | |
| IVC-PruneBackbone=LLaVA-v1.5 7B, Average Tokens Retained=28%2026.02 | 64.4 | 101.3 | |
| VScanBackbone=LLaVA-v1.5 7B, Average Tokens Retained=30%2026.02 | 63.9 | 101.2 | |
| PDropBackbone=LLaVA-v1.5 7B, Average Tokens Retained=47%2026.02 | 63.6 | 100.6 | |
| PDrop+RerouteSource=Ours, Token Reduction=77.8%, Backbone=Qwen2.5-VL-7B2026.06 | 62.6 | — | |
| Win. FastVBackbone=LLaVA-v1.5 7B, Average Tokens Retained=30%2026.02 | 62.2 | 100.3 | |
| PDropSource=CVPR’25, Token Reduction=77.8%, Backbone=Qwen2.5-VL-7B2026.06 | 62 | — | |
| FastVSource=ECCV’24, Token Reduction=77.8%, Backbone=Qwen2.5-VL-7B2026.06 | 61 | — | |
| FastVBackbone=LLaVA-v1.5 7B, Average Tokens Retained=30%2026.02 | 60.1 | 99.3 | |
| FastV+RerouteSource=Ours, Token Reduction=77.8%, Backbone=Qwen2.5-VL-7B2026.06 | 59.4 | — | |
| PDrop+RerouteSource=Ours, Token Reduction=88.9%, Backbone=Qwen2.5-VL-7B2026.06 | 57.2 | — | |
| PDropSource=CVPR’25, Token Reduction=88.9%, Backbone=Qwen2.5-VL-7B2026.06 | 53.7 | — | |
| FastV+RerouteSource=Ours, Token Reduction=88.9%, Backbone=Qwen2.5-VL-7B2026.06 | 45.3 | — | |
| FastVSource=ECCV’24, Token Reduction=88.9%, Backbone=Qwen2.5-VL-7B2026.06 | 43 | — |