OpenCodePapers

unsupervised-video-summarization-on-tvsum

Video SummarizationUnsupervised Video Summarization
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PaperCodeF1-scoreKendall's TauSpearman's Rhotraining time (s)Parameters (M)ModelNameReleaseDate
Integrate the temporal scheme for unsupervised video summarization via attention mechanism✓ Link625.25SegSum2025-02-26
Adopting Self-Supervised Learning into Unsupervised Video Summarization through Restorative Score.✓ Link61.40.080.106RS-SUM2023-09-11
AC-SUM-GAN: Connecting Actor-Critic and Generative Adversarial Networks for Unsupervised Video Summarization✓ Link60.6938026.75AC-SUM-GAN2020-11-16
Discriminative Feature Learning for Unsupervised Video Summarization✓ Link58.80.0250.0341797100.76CSNet2018-11-24
A Stepwise, Label-based Approach for Improving the Adversarial Training in Unsupervised Video Summarization✓ Link58.4389523.31SUM-GAN-sl2019-10-21
Unsupervised Video Summarization via Attention-Driven Adversarial Learning✓ Link58.3542324.31SUM-GAN-AAE2019-12-24
Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward✓ Link57.60.0200.02658.82.63DR-DSN2017-12-29
Cycle-SUM: Cycle-consistent Adversarial LSTM Networks for Unsupervised Video Summarization57.6Cycle-SUM2019-04-17
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