About
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
Benchmarks
| TREND | DATASET | BEST METHOD | PAPER TITLE | PAPER | CODE | COMPARE |
|---|---|---|---|---|---|---|
|
||||||
|
Subtasks
Datasets
Greatest papers with code
Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward
• KaiyangZhou/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.
Ranked #2 on
Unsupervised Video Summarization
on TvSum
DECISION MAKING SUPERVISED VIDEO SUMMARIZATION UNSUPERVISED VIDEO SUMMARIZATION
Summarizing Videos with Attention
• ok1zjf/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.
Ranked #2 on
Video Summarization
on TvSum
Unsupervised video summarization framework using keyframe extraction and video skimming
• shruti-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.
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.
Ranked #6 on
Video Retrieval
on MSR-VTT
ACTION DETECTION VIDEO CAPTIONING VIDEO SUMMARIZATION VIDEO UNDERSTANDING
Query-adaptive Video Summarization via Quality-aware Relevance Estimation
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.
Rethinking the Evaluation of Video Summaries
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
• li-plus/DSNet
•
In this paper, we propose a Detect-to-Summarize network (DSNet) framework for supervised video summarization.
Ranked #1 on
Video Summarization
on SumMe
ILS-SUMM: Iterated Local Search for Unsupervised Video Summarization
We consider shot-based video summarization where the summary consists of a subset of the video shots which can be of various lengths.
Convolutional Hierarchical Attention Network for Query-Focused Video Summarization
• ckczzj/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.
Weakly-supervised Video Summarization using Variational Encoder-Decoder and Web Prior
Video summarization is a challenging under-constrained problem because the underlying summary of a single video strongly depends on users' subjective understandings.