Unsupervised Video Summarization
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Benchmarks
Most implemented
Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward
Unsupervised video summarization framework using keyframe extraction and video skimming
Integrate the temporal scheme for unsupervised video summarization via attention mechanism
Cluster-based Video Summarization with Temporal Context Awareness
Enhancing Video Summarization with Context Awareness
Unsupervised Video Summarization via Iterative Training and Simplified GAN
Papers
Semantic-Guided Unsupervised Video Summarization
Video summarization is a crucial technique for social understanding, enabling efficient browsing of massive multimedia content and extraction of key information from social platforms. Most existing unsupervised summariza…
Unsupervised Video SummarizationIntegrate the temporal scheme for unsupervised video summarization via attention mechanism
In this work, we present a novel unsupervised scheme named SegSum, designed for video summarization through the creation of video skims. Most contemporary methods involve training a summarizer to assign importance scores…
Unsupervised Video SummarizationVideo SummarizationVideo Summarization using Denoising Diffusion Probabilistic Model
Video summarization aims to eliminate visual redundancy while retaining key parts of video to construct concise and comprehensive synopses. Most existing methods use discriminative models to predict the importance scores…
DenoisingmodelUnsupervised Video SummarizationVideo SummarizationPersonalized Video Summarization by Multimodal Video Understanding
Video summarization techniques have been proven to improve the overall user experience when it comes to accessing and comprehending video content. If the user's preference is known, video summarization can identify signi…
Unsupervised Video SummarizationVideo SummarizationVideo UnderstandingUnsupervised Video Summarization via Reinforcement Learning and a Trained Evaluator
This paper presents a novel approach for unsupervised video summarization using reinforcement learning. It aims to address the existing limitations of current unsupervised methods, including unstable training of adversar…
reinforcement-learningReinforcement LearningUnsupervised Video SummarizationVideo SummarizationEnhancing Video Summarization with Context Awareness
Video summarization is a crucial research area that aims to efficiently browse and retrieve relevant information from the vast amount of video content available today. With the exponential growth of multimedia data, the …
BenchmarkingInformativenessUnsupervised Video SummarizationVideo Summarization