"Unraveling the Complexity of Video Timestamps through Adaptive Feature Fusion" Video segmentation, a crucial step in a wide range of applications, including video retrieval, summarization, and understanding, often relies on manual annotation or relies on domain-specific algorithms. However, these methods fall short in addressing the complexity and variability inherent in video