Leveraging BERT for extractive text summarization on lectures

D Miller - arxiv preprint arxiv:1906.04165, 2019 - arxiv.org
In the last two decades, automatic extractive text summarization on lectures has
demonstrated to be a useful tool for collecting key phrases and sentences that best …

[HTML][HTML] Automatic prediction of presentation style and student engagement from videos

C Thomas, KAVP Sarma, SS Gajula… - Computers and Education …, 2022 - Elsevier
Presentation style is an important dimension to be considered for delivering lectures or
presentations. It affects the quality of the content delivery as well as the engagement of the …

Fcn-lecturenet: extractive summarization of whiteboard and chalkboard lecture videos

K Davila, F Xu, S Setlur, V Govindaraju - IEEE Access, 2021 - ieeexplore.ieee.org
Recording and sharing of educational or lecture videos has increased in recent years.
Within these recordings, we find a large number of math-oriented lectures and tutorials …

A comprehensive study of automatic video summarization techniques

D Gupta, A Sharma - Artificial Intelligence Review, 2023 - Springer
Video summarization deals with the generation of a condensed version of the original video
by including meaningful frames or segments while eliminating redundant information. The …

Mining text from natural scene and video images: A survey

P Shivakumara, A Alaei, U Pal - Wiley Interdisciplinary Reviews …, 2021 - Wiley Online Library
In computer terminology, mining is considered as extracting meaningful information or
knowledge from a large amount of data/information using computers. The meaningful …

Lecture video automatic summarization system based on DBNet and Kalman filtering

F Sun, X Tian - Mathematical Problems in Engineering, 2022 - Wiley Online Library
Video summarization for educational scenarios aims to extract and locate the most
meaningful frames from the original video based on the main contents of the lecture video …

Generalized framework for summarization of fixed-camera lecture videos by detecting and binarizing handwritten content

B Urala Kota, K Davila, A Stone, S Setlur… - International Journal on …, 2019 - Springer
We propose a framework to extract and binarize handwritten content in lecture videos. The
extracted content could potentially be used to index video collections powering content …

Automated whiteboard lecture video summarization by content region detection and representation

BU Kota, A Stone, K Davila, S Setlur… - 2020 25th …, 2021 - ieeexplore.ieee.org
Lecture videos are rapidly becoming an invaluable source of information for students across
the globe. Given the large number of online courses currently available, it is important to …

Automatic classification of learning material styles

B Aquino, JF de Souza… - Revista Brasileira de …, 2023 - journals-sol.sbc.org.br
Although video lessons are often used in diverse areas, the lack of a common approach to
defining and classifying their styles results in using many different models for these …

Content extraction from lecture video via speaker action classification based on pose information

F Xu, K Davila, S Setlur… - … Conference on Document …, 2019 - ieeexplore.ieee.org
Online lecture videos are increasingly important e-learning materials for students.
Automated content extraction from lecture videos facilitates information retrieval applications …