Video summarization with long short-term memory

K Zhang, WL Chao, F Sha, K Grauman - … 14, 2016, Proceedings, Part VII 14, 2016 - Springer
We propose a novel supervised learning technique for summarizing videos by automatically
selecting keyframes or key subshots. Casting the task as a structured prediction problem …

Story-driven summarization for egocentric video

Z Lu, K Grauman - Proceedings of the IEEE conference on …, 2013 - openaccess.thecvf.com
We present a video summarization approach that discovers the story of an egocentric video.
Given a long input video, our method selects a short chain of video subshots depicting the …

Rethinking the evaluation of video summaries

M Otani, Y Nakashima, E Rahtu… - Proceedings of the …, 2019 - openaccess.thecvf.com
Video summarization is a technique to create a short skim of the original video while
preserving the main stories/content. There exists a substantial interest in automatizing this …

Summary transfer: Exemplar-based subset selection for video summarization

K Zhang, WL Chao, F Sha… - Proceedings of the IEEE …, 2016 - openaccess.thecvf.com
Video summarization has unprecedented importance to help us digest, browse, and search
today's ever-growing video collections. We propose a novel subset selection technique that …

Survey of spatio-temporal interest point detection algorithms in video

Y Li, R **a, Q Huang, W **e, X Li - IEEE Access, 2017 - ieeexplore.ieee.org
Recently, increasing attention has been paid to the detection of spatio-temporal interest
points (STIPs), which has become a key technique and research focus in the field of …

Video summarization by learning from unpaired data

M Rochan, Y Wang - … of the IEEE/CVF conference on …, 2019 - openaccess.thecvf.com
We consider the problem of video summarization. Given an input raw video, the goal is to
select a small subset of key frames from the input video to create a shorter summary video …

Video summarization via semantic attended networks

H Wei, B Ni, Y Yan, H Yu, X Yang, C Yao - Proceedings of the AAAI …, 2018 - ojs.aaai.org
The goal of video summarization is to distill a raw video into a more compact form without
losing much semantic information. However, previous methods mainly consider the diversity …

Retrospective encoders for video summarization

K Zhang, K Grauman, F Sha - Proceedings of the European …, 2018 - openaccess.thecvf.com
Supervised learning techniques have shown substantial progress on video summarization.
State-of-the-art approaches mostly regard the predicted summary and the human summary …

Video skimming: Taxonomy and comprehensive survey

D Sen, B Raman - arxiv preprint arxiv:1909.12948, 2019 - arxiv.org
Video skimming, also known as dynamic video summarization, generates a temporally
abridged version of a given video. Skimming can be achieved by identifying significant …

Query-focused video summarization: Dataset, evaluation, and a memory network based approach

A Sharghi, JS Laurel, B Gong - Proceedings of the IEEE …, 2017 - openaccess.thecvf.com
Recent years have witnessed a resurgence of interest in video summarization. However,
one of the main obstacles to the research on video summarization is the user subjectivity …