Unsupervised video summarization with adversarial lstm networks

B Mahasseni, M Lam… - Proceedings of the IEEE …, 2017 - openaccess.thecvf.com
This paper addresses the problem of unsupervised video summarization, formulated as
selecting a sparse subset of video frames that optimally represent the input video. Our key …

Tvsum: Summarizing web videos using titles

Y Song, J Vallmitjana, A Stent… - Proceedings of the …, 2015 - openaccess.thecvf.com
Video summarization is a challenging problem in part because knowing which part of a
video is important requires prior knowledge about its main topic. We present TVSum, an …

Video summarization using fully convolutional sequence networks

M Rochan, L Ye, Y Wang - Proceedings of the European …, 2018 - openaccess.thecvf.com
This paper addresses the problem of video summarization. Given an input video, the goal is
to select a subset of the frames to create a summary video that optimally captures the …

Video summarization by learning submodular mixtures of objectives

M Gygli, H Grabner, L Van Gool - Proceedings of the IEEE …, 2015 - openaccess.thecvf.com
We present a novel method for summarizing raw, casually captured videos. The objective is
to create a short summary that still conveys the story. It should thus be both, interesting and …

Predicting head movement in panoramic video: A deep reinforcement learning approach

M Xu, Y Song, J Wang, ML Qiao… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
Panoramic video provides immersive and interactive experience by enabling humans to
control the field of view (FoV) through head movement (HM). Thus, HM plays a key role in …

Improved seam carving for video retargeting

M Rubinstein, A Shamir, S Avidan - ACM transactions on graphics (TOG), 2008 - dl.acm.org
Video, like images, should support content aware resizing. We present video retargeting
using an improved seam carving operator. Instead of removing 1D seams from 2D images …

Video co-summarization: Video summarization by visual co-occurrence

WS Chu, Y Song, A Jaimes - Proceedings of the IEEE …, 2015 - openaccess.thecvf.com
We present video co-summarization, a novel perspective to video summarization that
exploits visual co-occurrence across multiple videos. Motivated by the observation that …

Discriminative feature learning for unsupervised video summarization

Y Jung, D Cho, D Kim, S Woo, IS Kweon - Proceedings of the AAAI …, 2019 - ojs.aaai.org
In this paper, we address the problem of unsupervised video summarization that
automatically extracts key-shots from an input video. Specifically, we tackle two critical …

F-DES: Fast and deep event summarization

K Kumar, DD Shrimankar - IEEE Transactions on Multimedia, 2017 - ieeexplore.ieee.org
In the multimedia era a large volume of video data can be recorded during a certain period
of time by multiple cameras. Such a rapid growth of video data requires both effective and …

Video synopsis algorithms and framework: A survey and comparative evaluation

PY Ingle, YG Kim - Systems, 2023 - mdpi.com
With the increase in video surveillance data, techniques such as video synopsis are being
used to construct small videos for analysis, thereby saving storage resources. The video …