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Video Summarization is the process of compacting a video down to only important components in the video.

Source: Video Summarization using Keyframe Extraction and Video Skimming

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Greatest papers with code

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

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.

Unsupervised video summarization framework using keyframe extraction and video skimming

10 Oct 2019shruti-jadon/Video-Summarization-using-Keyframe-Extraction-and-Video-Skimming

Video is one of the robust sources of information and the consumption of online and offline videos has reached an unprecedented level in the last few years.

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

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 SEGMENTATION VIDEO SEMANTIC SEGMENTATION VIDEO SUMMARIZATION

DSNet: A Flexible Detect-to-Summarize Network for Video Summarization

1 Dec 2020li-plus/DSNet

In this paper, we propose a Detect-to-Summarize network (DSNet) framework for supervised video summarization.

SUPERVISED VIDEO SUMMARIZATION

ILS-SUMM: Iterated Local Search for Unsupervised Video Summarization

8 Dec 2019YairShemer/ILS-SUMM

We consider shot-based video summarization where the summary consists of a subset of the video shots which can be of various lengths.

METAHEURISTIC OPTIMIZATION UNSUPERVISED VIDEO SUMMARIZATION

Convolutional Hierarchical Attention Network for Query-Focused Video Summarization

31 Jan 2020ckczzj/AAAI2020

This paper addresses the task of query-focused video summarization, which takes user's query and a long video as inputs and aims to generate a query-focused video summary.

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