Object Existence Prediction on ObjExist
55.5AccuracyTrimTokenator-LC
Evaluation Results
| Method | Links | |
|---|---|---|
| TrimTokenator-LCBackbone=Yi-VL-6B, Retention Ratio=0.22025.12 | 55.5 | |
| DivPruneBackbone=Yi-VL-6B, Retention Ratio=0.22025.12 | 55 | |
| VisionZipBackbone=Yi-VL-6B, Retention Ratio=0.22025.12 | 53.5 | |
| TrimTokenatorBackbone=Yi-VL-6B, Retention Ratio=0.22025.12 | 53.5 | |
| Original ModelBackbone=Yi-VL-6B, Retention Ratio=1.02025.12 | 53 | |
| SparseVLMBackbone=Yi-VL-6B, Retention Ratio=0.22025.12 | 52 | |
| TrimTokenator-LCBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.12 | 51.5 | |
| CATPBackbone=Yi-VL-6B, Retention Ratio=0.22025.12 | 51.5 | |
| VTWBackbone=Yi-VL-6B, Retention Ratio=0.22025.12 | 51 | |
| Original ModelBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.12 | 50.5 | |
| Original ModelBackbone=LLaVA-1.5-7B, Retention Ratio=1.02025.12 | 50.5 | |
| FastVBackbone=Yi-VL-6B, Retention Ratio=0.22025.12 | 50.5 | |
| TrimTokenator-LCBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.12 | 49 | |
| DivPruneBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.12 | 48.5 | |
| TrimTokenatorBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.12 | 48 | |
| SparseVLMBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.12 | 48 | |
| VisionZipBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.12 | 47.5 | |
| DivPruneBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.12 | 47.5 | |
| TrimTokenator-LCBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.12 | 47 | |
| Original ModelBackbone=LLaVA-1.5-13B, Retention Ratio=1.02025.12 | 47 | |
| TrimTokenatorBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.12 | 47 | |
| SparseVLMBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.12 | 46.5 | |
| VTWBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.12 | 46 | |
| FastVBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.12 | 46 | |
| FastVBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.12 | 45.5 | |
| VisionZipBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.12 | 45.5 | |
| VTWBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.12 | 45.5 | |
| CATPBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.12 | 45.5 | |
| CATPBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.12 | 45 | |
| SparseVLMBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.12 | 44.5 | |
| TrimTokenatorBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.12 | 43 | |
| VisionZipBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.12 | 42.5 | |
| VTWBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.12 | 42 | |
| FastVBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.12 | 40.5 | |
| CATPBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.12 | 39 | |
| DivPruneBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.12 | 36 |