A YOLOv11 detector fine-tuned with auto-labeled lecture frames reaches about 95% AP50 on a new visual object detection benchmark for educational videos.
Animations need narrations: An experimental test of a dual-coding hypothesis
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CV 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment
A YOLOv11 detector fine-tuned with auto-labeled lecture frames reaches about 95% AP50 on a new visual object detection benchmark for educational videos.