#machine learning
Mar 2026
Understanding the Performance Plateau in Text-to-Video Retrieval: A Comprehensive Empirical and Linguistic Analysis
This work evaluates 14 state-of-the-art retrieval methods across 3 widely used datasets under a unified preprocessing and evaluation framework, and shows that short, clear, and simple captions achieve higher recall, while complex events, multi-step activities, or fine-grained scene descriptions remain challenging for a...
M. Pegia, Dimitrios Stefanopoulos, Björn Þór Jónsson et al.
· arXiv.org · 0 citations