M-LLM Based Video Frame Selection for Efficient Video Understanding 论文解析多模态大语言模型M-LLM在视频理解任务中展现出显著潜力但计算开销和冗余帧处理仍是关键挑战。论文提出了一种基于M-LLM的视频帧选择方法通过动态筛选关键帧提升效率。以下是技术实现的核心要点核心架构设计框架分为三个模块特征提取、帧重要性评分、动态采样。特征提取采用预训练的CLIP-ViT模型生成帧级嵌入公式表示为 [ \mathbf{f}_i \text{CLIP-ViT}(v_i), \quad v_i \in \mathbb{R}^{H \times W \times 3} ] 其中(v_i)为第(i)帧输出特征(\mathbf{f}_i \in \mathbb{R}^{768})。帧重要性评分模块通过轻量级Transformer计算注意力权重 [ \alpha_i \text{Softmax}(\mathbf{W}_q\mathbf{f}_i^T \cdot \mathbf{W}_k\mathbf{F}) ] (\mathbf{F})为所有帧特征矩阵(\mathbf{W}_q, \mathbf{W}_k)为可学习参数。动态采样算法采用Top-K与均匀采样结合的混合策略代码示例如下def hybrid_sampling(scores, k5, stride2): topk_indices torch.topk(scores, k).indices uniform_indices torch.arange(0, len(scores), stride) combined torch.unique(torch.cat([topk_indices, uniform_indices])) return combined该算法平衡关键事件覆盖与时间连续性实验显示在ActivityNet数据集上可将帧数减少60%而精度仅下降1.2%。多模态提示微调利用M-LLM的指令跟随能力通过提示模板生成帧选择依据prompt_template Analyze the video description: {description} Identify key frames for: {task} (e.g., action recognition)实验表明加入文本提示可使帧选择准确率提升8.7%。实验对比结果在Charades数据集上的性能对比| Method | Frames Used | mAP (%) | |------------------|------------|---------| | Uniform Sampling | 64 | 38.2 | | Random Sampling | 64 | 35.1 | | Ours (k8) | 24 | 39.4 |该方法在减少62.5%计算量的情况下仍实现精度提升。关键代码实现帧评分网络的核心PyTorch实现class FrameScorer(nn.Module): def __init__(self, d_model768): super().__init__() self.attn nn.MultiheadAttention(d_model, num_heads4) def forward(self, x): # x: [T, d_model] attn_weights, _ self.attn(x, x, x) return attn_weights.mean(dim1)应用扩展方向长视频处理通过层次化采样先分割视频段落再逐段选择关键帧多任务协同联合优化帧选择与下游任务损失函数实时系统开发滑动窗口版本的在线选择算法该方法为视频分析系统提供了新的效率-精度权衡方案代码已开源在GitHub项目MLLM-FrameSelector。未来的工作将探索更复杂的跨模态关联建模。 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