OpenCodePapers

unsupervised-video-summarization-on-summe

Video SummarizationUnsupervised Video Summarization
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PaperCodeF1-scoretraining time (s)Parameters (M)ModelNameReleaseDate
Cluster-based Video Summarization with Temporal Context Awareness✓ Link54.48TAC-SUM2024-04-06
Integrate the temporal scheme for unsupervised video summarization via attention mechanism✓ Link545.25SegSum2025-02-26
Adopting Self-Supervised Learning into Unsupervised Video Summarization through Restorative Score.✓ Link52.0RS-SUM2023-09-11
Discriminative Feature Learning for Unsupervised Video Summarization✓ Link51.3568.6100.76CSNet2018-11-24
Summarizing Videos using Concentrated Attention and Considering the Uniqueness and Diversity of the Video Frames✓ Link51.1245.25CA-SUM2022-06-29
AC-SUM-GAN: Connecting Actor-Critic and Generative Adversarial Networks for Unsupervised Video Summarization✓ Link50.8282526.75AC-SUM-GAN2020-11-16
Unsupervised Video Summarization via Attention-Driven Adversarial Learning✓ Link48.9163924.31SUM-GAN-AAE2019-12-24
A Stepwise, Label-based Approach for Improving the Adversarial Training in Unsupervised Video Summarization✓ Link47.8118523.31SUM-GAN-sl2019-10-21
Cycle-SUM: Cycle-consistent Adversarial LSTM Networks for Unsupervised Video Summarization41.9Cycle-SUM2019-04-17
Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward✓ Link41.419.82.63DR-DSN2017-12-29
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