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Video Summarization

9 papers with code · Computer Vision
Subtask of Video

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Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward

29 Dec 2017KaiyangZhou/pytorch-vsumm-reinforce

Video summarization aims to facilitate large-scale video browsing by producing short, concise summaries that are diverse and representative of original videos.

DECISION MAKING SUPERVISED VIDEO SUMMARIZATION UNSUPERVISED VIDEO SUMMARIZATION

Temporal Tessellation: A Unified Approach for Video Analysis

ICCV 2017 dot27/temporal-tessellation

A test video is processed by forming correspondences between its clips and the clips of reference videos with known semantics, following which, reference semantics can be transferred to the test video.

ACTION DETECTION VIDEO CAPTIONING VIDEO SUMMARIZATION VIDEO UNDERSTANDING

Summarizing Videos with Attention

5 Dec 2018ok1zjf/VASNet

In this work we propose a novel method for supervised, keyshots based video summarization by applying a conceptually simple and computationally efficient soft, self-attention mechanism.

Query-adaptive Video Summarization via Quality-aware Relevance Estimation

1 May 2017arunbalajeev/query-video-summary

Although the problem of automatic video summarization has recently received a lot of attention, the problem of creating a video summary that also highlights elements relevant to a search query has been less studied.

VIDEO SUMMARIZATION

Rethinking the Evaluation of Video Summaries

CVPR 2019 mayu-ot/rethinking-evs

Video summarization is a technique to create a short skim of the original video while preserving the main stories/content.

VIDEO SEMANTIC SEGMENTATION VIDEO SUMMARIZATION

Weakly-supervised Video Summarization using Variational Encoder-Decoder and Web Prior

ECCV 2018 cssjcai/vesd

Video summarization is a challenging under-constrained problem because the underlying summary of a single video strongly depends on users' subjective understandings.

SALIENCY PREDICTION SUPERVISED VIDEO SUMMARIZATION

Multi-Stream Dynamic Video Summarization

1 Dec 2018M-Elfeki/Multi-DPP

Our dataset is recorded simultaneously by three cameras, covering a wide variety of real-life scenarios.

VIDEO SUMMARIZATION

Vis-DSS: An Open-Source toolkit for Visual Data Selection and Summarization

24 Sep 2018Pratik08/vis-dss

With increasing amounts of visual data being created in the form of videos and images, visual data selection and summarization are becoming ever increasing problems.

ACTIVE LEARNING VIDEO SUMMARIZATION

Iterative Projection and Matching: Finding Structure-preserving Representatives and Its Application to Computer Vision

CVPR 2019 zaeemzadeh/IPM

In our algorithm, at each iteration, the maximum information from the structure of the data is captured by one selected sample, and the captured information is neglected in the next iterations by projection on the null-space of previously selected samples.

ACTIVE LEARNING DATA SUMMARIZATION FEATURE SELECTION TEMPORAL ACTION LOCALIZATION VIDEO SUMMARIZATION