Aggregated Performance Evaluation on VLM Evaluation Average
100Average Relative PerformanceOriginal
Evaluation Results
| Method | Links | |
|---|---|---|
| OriginalPrecision (Pre.)=FP16, Keep Ratio=100%, GFLOPs=100.00%2026.04 | 100 | |
| AWQPrecision (Pre.)=W4A16, Keep Ratio=100%, GFLOPs=100.00%2026.04 | 98.59 | |
| GPTQPrecision (Pre.)=W4A16, Keep Ratio=100%, GFLOPs=100.00%2026.04 | 97.8 | |
| Quant.Precision (Pre.)=W4A4, Keep Ratio=100%, GFLOPs=100.00%2026.04 | 96.35 | |
| PruningPrecision (Pre.)=FP16, Keep Ratio=30%, GFLOPs=55.80%2026.04 | 93.85 | |
| QUOTAPrecision (Pre.)=W4A4, Keep Ratio=30%, GFLOPs=55.80%2026.04 | 93.38 | |
| DivPrunePrecision (Pre.)=FP16, Keep Ratio=25%, GFLOPs=24.45%2026.04 | 93.2 | |
| FastVPrecision (Pre.)=FP16, Keep Ratio=30%, GFLOPs=32.66%2026.04 | 92.58 | |
| LUQPrecision (Pre.)=W2.75A16, Keep Ratio=100%, GFLOPs=100.00%2026.04 | 89.72 | |
| PDropPrecision (Pre.)=FP16, Keep Ratio=30%, GFLOPs=33.03%2026.04 | 87.44 | |
| VTWPrecision (Pre.)=FP16, Keep Ratio=40%, GFLOPs=43.43%2026.04 | 73.15 |