Efficiency Analysis on POPE
11Total TimeLLaVA-1.5-7B + EvoCut
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LLaVA-1.5-7B + EvoCutToken=64, Backbone=LLaVA-1.5-7B, Hardware=one NVIDIA A800 GPU2026.06 | 11 | 1.44 | 68.4 | 1.49 | 2.04 | |
| LLaVA-1.5-7B + PDropToken=64, Backbone=LLaVA-1.5-7B, Hardware=one NVIDIA A800 GPU2026.06 | 12 | 1.32 | 72.5 | 1.41 | 2.16 | |
| LLaVA-1.5-7B + VisionZipToken=64, Backbone=LLaVA-1.5-7B, Hardware=one NVIDIA A800 GPU2026.06 | 12 | 1.4 | 69.2 | 1.47 | 2.03 | |
| LLaVA-1.5-7B + V2DropToken=64, Backbone=LLaVA-1.5-7B, Hardware=one NVIDIA A800 GPU2026.06 | 12 | 1.37 | 71 | 1.44 | 2.12 | |
| LLaVA-1.5-7B + ApETToken=64, Backbone=LLaVA-1.5-7B, Hardware=one NVIDIA A800 GPU2026.06 | 12 | 1.42 | 68.9 | 1.48 | 2.09 | |
| LLaVA-1.5-7B + FastVToken=64, Backbone=LLaVA-1.5-7B, Hardware=one NVIDIA A800 GPU2026.06 | 15 | 1.1 | 87.3 | 1.17 | 2.26 | |
| LLaVA-1.5-7B + SparseVLMToken=64, Backbone=LLaVA-1.5-7B, Hardware=one NVIDIA A800 GPU2026.06 | 15 | 1.07 | 90.1 | 1.13 | 2.31 | |
| LLaVA-1.5-7BToken=576, Backbone=LLaVA-1.5-7B, Hardware=one NVIDIA A800 GPU2026.06 | 17 | 1 | 102 | 1 | 8.82 |