Visual Question Answering on MMBench (BD-Rate)
-29.3BD-RatePrompt-guided prefiltering
Evaluation Results
| Method | Links | |
|---|---|---|
| Prompt-guided prefilteringVLM=InternVL, Compression Method=JPEG2026.03 | -29.3 | |
| Prompt-guided prefilteringVLM=InternVL, Compression Method=Cheng [11]2026.03 | -29.65 | |
| Prompt-guided prefilteringVLM=InternVL, Compression Method=HEVC2026.03 | -30.6 | |
| Prompt-guided prefilteringVLM=LLaVA, Compression Method=JPEG2026.03 | -33.22 | |
| Prompt-guided prefilteringVLM=LLaVA, Compression Method=Cheng [11]2026.03 | -34.96 | |
| Prompt-guided prefilteringVLM=LLaVA, Compression Method=HEVC2026.03 | -37.99 | |
| Prompt-guided prefilteringVLM=InternVL, Compression Method=VVC2026.03 | -38.27 | |
| Prompt-guided prefilteringVLM=LLaVA, Compression Method=VVC2026.03 | -42.13 |