A comprehensive survey on summarization techniques
PJ Uppalapati, M Dabbiru, KV Rao - SN Computer Science, 2023 - Springer
Summarization is the method of extracting valuable information or a summary out of a
significant amount of data using a variety of computation techniques. The summarization …
significant amount of data using a variety of computation techniques. The summarization …
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 …
by including meaningful frames or segments while eliminating redundant information. The …
A multi-flexible video summarization scheme using property-constraint decision tree
X Teng, X Gui, P Xu, Y Shao, J Tong, T Du, H Dai - Neurocomputing, 2022 - Elsevier
Video summarization (VS) technology presents a multi-tendency development. However,
there are still certain challenges in shortening a long video into several diverse and concise …
there are still certain challenges in shortening a long video into several diverse and concise …
Platinum: Semi-supervised model agnostic meta-learning using submodular mutual information
Few-shot classification (FSC) requires training models using a few (typically one to five) data
points per class. Meta-learning has proven to be able to learn a parametrized model for FSC …
points per class. Meta-learning has proven to be able to learn a parametrized model for FSC …
Recent Challenges and Opportunities in Video Summarization With Machine Learning Algorithms
The fast progress in digital technology has sparked the generation of the amount of
voluminous data from different social media platforms like Instagram, Facebook, YouTube …
voluminous data from different social media platforms like Instagram, Facebook, YouTube …
Deep submodular networks for extractive data summarization
Deep Models are increasingly becoming prevalent in summarization problems (eg
document, video and images) due to their ability to learn complex feature interactions and …
document, video and images) due to their ability to learn complex feature interactions and …
Find the Cliffhanger: Multi-modal Trailerness in Soap Operas
Creating a trailer requires carefully picking out and piecing together brief enticing moments
out of a longer video, making it a challenging and time-consuming task. This requires …
out of a longer video, making it a challenging and time-consuming task. This requires …
Comparative Analysis of Text-based Video Summarization Techniques using Deep Learning
Rapid advancements in video technology, as well as the widespread availability of video
capturing equipment, generate large amounts of data that must be managed efficiently in …
capturing equipment, generate large amounts of data that must be managed efficiently in …
Analysis of Video Summarization Techniques for Resource Optimization in Multimedia Applications
The digital camera is essential to many modern activities includes event planning,
entertainment, and security surveillance administration, news, sports, instruction …
entertainment, and security surveillance administration, news, sports, instruction …
AI4TV 2020: 2nd International Workshop on AI for Smart TV Content Production, Access and Delivery
Technological developments in comprehensive video understanding-detecting and
identifying visual elements of a scene, combined with audio understanding (music, speech) …
identifying visual elements of a scene, combined with audio understanding (music, speech) …