Video Question Answering on VideoMME KFS-Bench full set
68.4AccuracyASCS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ASCSMLLM=Qwen2.5-VL-32B, Frames=64, Sampling Method=ASCS2025.12 | 68.4 | 0.313 | |
| K-meansMLLM=Qwen2.5-VL-32B, Frames=64, Sampling Method=K-means2025.12 | 67.9 | 0.282 | |
| ITSMLLM=Qwen2.5-VL-32B, Frames=64, Sampling Method=ITS2025.12 | 67.6 | 0.313 | |
| ASCSMLLM=InternVL3-8B, Frames=64, Sampling Method=ASCS2025.12 | 67.6 | 0.311 | |
| ITSMLLM=InternVL3-8B, Frames=64, Sampling Method=ITS2025.12 | 67.1 | 0.313 | |
| AKSMLLM=Qwen2.5-VL-32B, Frames=64, Sampling Method=AKS2025.12 | 66.9 | 0.291 | |
| AKSMLLM=InternVL3-8B, Frames=64, Sampling Method=AKS2025.12 | 66.9 | 0.291 | |
| UniformMLLM=Qwen2.5-VL-32B, Frames=64, Sampling Method=Uniform2025.12 | 66.6 | 0.276 | |
| K-meansMLLM=InternVL3-8B, Frames=64, Sampling Method=K-means2025.12 | 66.6 | 0.282 | |
| ASCSMLLM=Qwen2.5-VL-7B, Frames=64, Sampling Method=ASCS2025.12 | 66 | 0.318 | |
| UniformMLLM=InternVL3-8B, Frames=64, Sampling Method=Uniform2025.12 | 65.4 | 0.276 | |
| ITSMLLM=Qwen2.5-VL-7B, Frames=64, Sampling Method=ITS2025.12 | 65.2 | 0.313 | |
| K-meansMLLM=Qwen2.5-VL-7B, Frames=64, Sampling Method=K-means2025.12 | 64.7 | 0.282 | |
| AKSMLLM=Qwen2.5-VL-7B, Frames=64, Sampling Method=AKS2025.12 | 64.5 | 0.291 | |
| UniformMLLM=Qwen2.5-VL-7B, Frames=64, Sampling Method=Uniform2025.12 | 64 | 0.276 | |
| ASCSMLLM=Qwen2.5-VL-7B, Frames=32, Sampling Method=ASCS2025.12 | 63.1 | 0.265 | |
| AKSMLLM=Qwen2.5-VL-7B, Frames=32, Sampling Method=AKS2025.12 | 62.4 | 0.248 | |
| ITSMLLM=Qwen2.5-VL-7B, Frames=32, Sampling Method=ITS2025.12 | 62 | 0.258 | |
| K-meansMLLM=Qwen2.5-VL-7B, Frames=32, Sampling Method=K-means2025.12 | 60.9 | 0.206 | |
| UniformMLLM=Qwen2.5-VL-7B, Frames=32, Sampling Method=Uniform2025.12 | 60.5 | 0.202 |