Visual Question Answering on MME (BD-Rate)
-53.47BD-RatePrompt-guided prefiltering
Evaluation results
| Method | Links | |
|---|---|---|
| Prompt-guided prefilteringVLM=LLaVA, Compression Method=VVC2026.03 | -53.47 | |
| Prompt-guided prefilteringVLM=InternVL, Compression Method=HEVC2026.03 | -51.93 | |
| Prompt-guided prefilteringVLM=InternVL, Compression Method=VVC2026.03 | -49.02 | |
| Prompt-guided prefilteringVLM=InternVL, Compression Method=Cheng [11]2026.03 | -45.64 | |
| Prompt-guided prefilteringVLM=LLaVA, Compression Method=Cheng [11]2026.03 | -42.54 | |
| Prompt-guided prefilteringVLM=LLaVA, Compression Method=HEVC2026.03 | -38.87 | |
| Prompt-guided prefilteringVLM=LLaVA, Compression Method=JPEG2026.03 | -33.83 | |
| Prompt-guided prefilteringVLM=InternVL, Compression Method=JPEG2026.03 | -24.55 |