Video Understanding on MSVD
71.6AccuracyDivPrune
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DivPruneRetained Tokens=256, Reduction Ratio=87.5%2026.04 | 71.6 | 3.98 | |
| DivPruneRetained Tokens=128, Reduction Ratio=93.75%2026.04 | 71.2 | 3.96 | |
| VisPrunerRetained Tokens=128, Reduction Ratio=93.75%2026.04 | 71.2 | 3.97 | |
| CDPrunerRetained Tokens=256, Reduction Ratio=87.5%2026.04 | 71.1 | 3.97 | |
| Video-LLaVA-7B + FastVBase Model=Video-LLaVA-7B, Technique=FastV2026.04 | 71 | 3.9 | |
| Video-LLaVA-7B + DARTBase Model=Video-LLaVA-7B, Technique=DART2026.04 | 71 | 4 | |
| Video-LLaVA-7B + HoloVBase Model=Video-LLaVA-7B, Technique=HoloV2026.04 | 71 | 4 | |
| CDPrunerRetained Tokens=128, Reduction Ratio=93.75%2026.04 | 70.8 | 3.94 | |
| Video-LLaVA-7B + HalfVBase Model=Video-LLaVA-7B, Technique=HalfV2026.04 | 70.8 | 4 | |
| ID-SelectionRetained Tokens=256, Reduction Ratio=87.5%, Importance Scoring=visual encoder [CLS] attention2026.04 | 70.7 | 3.96 | |
| ID-SelectionRetained Tokens=128, Reduction Ratio=93.75%, Importance Scoring=unified score (Eq. 6)2026.04 | 70.6 | 3.94 | |
| Video-LLaVARetained Tokens=2048, Reduction Ratio=0%2026.04 | 70.5 | 3.93 | |
| ApETBackbone=Video-LLaVA-7B, Retained Tokens=2562026.02 | 70.4 | 3.94 | |
| ID-SelectionRetained Tokens=128, Reduction Ratio=93.75%, Importance Scoring=visual encoder [CLS] attention2026.04 | 70.4 | 3.94 | |
| VisPrunerRetained Tokens=256, Reduction Ratio=87.5%2026.04 | 70.2 | 3.95 | |
| Video-LLaVA-7BBase Model=Video-LLaVA-7B2026.04 | 70.2 | 3.9 | |
| ID-SelectionRetained Tokens=256, Reduction Ratio=87.5%, Importance Scoring=unified score (Eq. 6)2026.04 | 69.9 | 3.94 | |
| VanillaBackbone=Video-LLaVA-7B, Retained Tokens=20482026.02 | 69.8 | 3.91 | |
| Video-LLaVA2026.05 | 69.8 | — | |
| Video-LLaVARetained Tokens=20482026.06 | 69.8 | 3.91 | |
| EvoCutRetained Tokens=2562026.06 | 69.2 | 3.93 | |
| FasterVLMRetained Tokens=256, Reduction Ratio=87.5%2026.04 | 69 | 3.92 | |
| SparseVLMBackbone=Video-LLaVA-7B, Retained Tokens=2562026.02 | 68.6 | 3.9 | |
| SparseVLMRetained Tokens=2562026.06 | 68.6 | 3.9 | |
| SparseVLM2026.05 | 68.2 | — | |
| FasterVLMRetained Tokens=128, Reduction Ratio=93.75%2026.04 | 68.1 | 3.87 | |
| FastVRetained Tokens=256, Reduction Ratio=87.5%2026.04 | 67.3 | 3.92 | |
| OccamToken2026.05 | 66.7 | — | |
| VisionZipBackbone=Video-LLaVA-7B, Retained Tokens=2562026.02 | 65.2 | 3.83 | |
| VisionZipRetained Tokens=2562026.06 | 65.2 | 3.83 | |
| Video-ChatGPT2026.04 | 64.9 | 3.3 | |
| FastVRetained Tokens=128, Reduction Ratio=93.75%2026.04 | 64.7 | 3.79 | |
| VisionZip2026.05 | 63.5 | — | |
| PDropBackbone=Video-LLaVA-7B, Retained Tokens=2562026.02 | 61.5 | 3.74 | |
| PDropRetained Tokens=2562026.06 | 61.5 | 3.74 | |
| FastVBackbone=Video-LLaVA-7B, Retained Tokens=2562026.02 | 60.3 | 3.72 | |
| FastVRetained Tokens=2562026.06 | 60.3 | 3.72 | |
| CLSE-MEvaluator=Gemini-2.5-Flash, Pruning Strategy=w/ Token Merging, Retained Tokens=1942026.06 | 60.2 | 3.07 | |
| Video-LLaVA-7BEvaluator=GPT-4o-mini, Pruning Strategy=None, Retained Tokens=20482026.06 | 58.9 | 3.31 | |
| SparseVLMEvaluator=Gemini-2.5-Flash, Pruning Strategy=w/ Token Merging, Retained Tokens=1942026.06 | 58.2 | 3.05 | |
| Video-LLaVA-7BEvaluator=Gemini-2.5-Flash, Pruning Strategy=None, Retained Tokens=20482026.06 | 57.3 | 2.93 | |
| CLSE-MEvaluator=GPT-4o-mini, Pruning Strategy=w/ Token Merging, Retained Tokens=1942026.06 | 57 | 3.25 | |
| VideoChat-7B2026.04 | 56.3 | 2.8 | |
| CLSEEvaluator=Gemini-2.5-Flash, Pruning Strategy=Hard Pruning, Retained Tokens=1942026.06 | 56.3 | 2.88 | |
| SparseVLMEvaluator=GPT-4o-mini, Pruning Strategy=w/ Token Merging, Retained Tokens=1942026.06 | 56 | 3.2 | |
| LLaMA-Adapter-7B2026.04 | 54.9 | 3.1 | |
| CLSEEvaluator=GPT-4o-mini, Pruning Strategy=Hard Pruning, Retained Tokens=1942026.06 | 54.1 | 3.11 | |
| PDropEvaluator=Gemini-2.5-Flash, Pruning Strategy=Hard Pruning, Retained Tokens=1942026.06 | 52.2 | 2.54 | |
| FiCoCo-VEvaluator=Gemini-2.5-Flash, Pruning Strategy=Hard Pruning, Retained Tokens=1942026.06 | 51.2 | 2.51 | |
| PDropEvaluator=GPT-4o-mini, Pruning Strategy=Hard Pruning, Retained Tokens=1942026.06 | 42.2 | 2.59 | |
| FiCoCo-VEvaluator=GPT-4o-mini, Pruning Strategy=Hard Pruning, Retained Tokens=1942026.06 | 42.1 | 2.68 | |
| FastVEvaluator=GPT-4o-mini, Pruning Strategy=Hard Pruning, Retained Tokens=1942026.06 | 35.9 | 2.36 | |
| FastVEvaluator=Gemini-2.5-Flash, Pruning Strategy=Hard Pruning, Retained Tokens=1942026.06 | 35.5 | 1.88 |