Logic-in-Frames: Dynamic Keyframe Search via Visual Semantic-Logical Verification for Long Video Understanding

no code implementations • 17 Mar 2025 • Weiyu Guo, Ziyang Chen, Shaoguang Wang, Jianxiang He, Yijie Xu, Jinhui Ye, Ying Sun, Hui Xiong

Understanding long video content is a complex endeavor that often relies on densely sampled frame captions or end-to-end feature selectors, yet these techniques commonly overlook the logical relationships between textual queries and visual elements.

Attribute MME +4

A Survey of fMRI to Image Reconstruction

no code implementations • 24 Feb 2025 • Weiyu Guo, Guoying Sun, Jianxiang He, Tong Shao, Shaoguang Wang, Ziyang Chen, Meisheng Hong, Ying Sun, Hui Xiong

Functional magnetic resonance imaging (fMRI) based image reconstruction plays a pivotal role in decoding human perception, with applications in neuroscience and brain-computer interfaces.

Image Reconstruction Survey