Egovlpv2: Egocentric video-language pre-training with fusion in the backbone

S Pramanick, Y Song, S Nag, KQ Lin… - Proceedings of the …, 2023 - openaccess.thecvf.com
Video-language pre-training (VLP) has become increasingly important due to its ability to
generalize to various vision and language tasks. However, existing egocentric VLP …

Summarization of egocentric videos: A comprehensive survey

AG Del Molino, C Tan, JH Lim… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
The introduction of wearable video cameras (eg, GoPro) in the consumer market has
promoted video life-logging, motivating users to generate large amounts of video data. This …

A review on video summarization techniques

P Meena, H Kumar, SK Yadav - Engineering Applications of Artificial …, 2023 - Elsevier
The exponential growth of technology has resulted in a profusion of advanced imaging
devices and eases internet accessibility, leading to an increase in the creation and use of …

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 …

Submodularity in machine learning and artificial intelligence

J Bilmes - arXiv preprint arXiv:2202.00132, 2022 - arxiv.org
In this manuscript, we offer a gentle review of submodularity and supermodularity and their
properties. We offer a plethora of submodular definitions; a full description of a number of …

An outlook into the future of egocentric vision

C Plizzari, G Goletto, A Furnari, S Bansal… - International Journal of …, 2024 - Springer
What will the future be? We wonder! In this survey, we explore the gap between current
research in egocentric vision and the ever-anticipated future, where wearable computing …

Predicting gaze in egocentric video by learning task-dependent attention transition

Y Huang, M Cai, Z Li, Y Sato - Proceedings of the European …, 2018 - openaccess.thecvf.com
We present a new computational model for gaze prediction in egocentric videos by
exploring patterns in temporal shift of gaze fixations (attention transition) that are dependent …

Less is more: Learning highlight detection from video duration

B Xiong, Y Kalantidis, D Ghadiyaram… - Proceedings of the …, 2019 - openaccess.thecvf.com
Highlight detection has the potential to significantly ease video browsing, but existing
methods often suffer from expensive supervision requirements, where human viewers must …

Submodular combinatorial information measures with applications in machine learning

R Iyer, N Khargoankar, J Bilmes… - Algorithmic Learning …, 2021 - proceedings.mlr.press
Abstract Information-theoretic quantities like entropy and mutual information have found
numerous uses in machine learning. It is well known that there is a strong connection …

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 …