Localization on RefCOCO+ (val)
85.05AccuracyUpper Bound
Evaluation Results
| Method | Links | |
|---|---|---|
| Upper BoundModel=InternVL-2.5-8B, Token Retention Ratio=100%2025.12 | 85.05 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 83.42 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 82.68 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 81.44 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 80.91 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 79.8 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 72.05 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 71.68 | |
| Moxin-7BLLM backbone=Moxin-7B, Model Size=7B2025.12 | 71.3 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 67.75 | |
| Mistral v0.1 7BLLM backbone=Mistral, Model Size=7B, Variant=v0.12025.12 | 65.1 | |
| Mistral Instruct v0.1 7BLLM backbone=Mistral, Model Size=7B, Variant=Instruct v0.12025.12 | 64.9 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 61.54 | |
| Llama-2 7BLLM backbone=Llama-2, Model Size=7B2025.12 | 59.47 | |
| Llama-2 Chat 7BLLM backbone=Llama-2, Model Size=7B, Variant=Chat2025.12 | 58.5 | |
| Upper BoundModel=LLaVA-1.5-7B, Token Retention Ratio=100%2025.12 | 57.37 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 56.91 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 54.93 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 54.17 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 51.53 | |
| LLaVa v1.5 7B (Base)LLM backbone=LLaVa v1.5, Model Size=7B, Variant=Base2025.12 | 49.47 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 48.56 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 46.13 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 44.79 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 40.47 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 37.67 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 35.23 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 32.87 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 27.1 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 16.78 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 16.1 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 10.19 |