[1] SAINI P, KUMAR K, KASHID S et al. Video summarization using deep learning techniques: a detailed analysis and investigation[J]. Artificial Intelligence Review, 56, 12347-12385(2023).

[2] WANG X, LI Y J, WANG H Y et al. A video summarization model based on deep reinforcement learning with long-term dependency[J]. Sensors, 22, 7689(2022).

[3] WU J X, ZHONG S H, JIANG J M et al. A novel clustering method for static video summarization[J]. Multimedia Tools and Applications, 76, 9625-9641(2017).

[4] MOHAN J, NAIR M S. Domain independent static video summarization using sparse autoencoders and K-means clustering[J]. Journal of Intelligent & Fuzzy Systems, 36, 1945-1955(2019).

[5] PANG Z S, NAKASHIMA Y, OTANI M et al. Contrastive losses are natural criteria for unsupervised video summarization[C], 2010-2019(2023).

[6] KANAFANI H, GHAURI J A, HAKIMOV S et al. Unsupervised video summarization via multi-source features[C], 466-470(2021).

[7] ZHANG Y Z, LIU Y M, KANG W L et al. MAR-Net: motion-assisted reconstruction network for unsupervised video summarization[J]. IEEE Signal Processing Letters, 30, 1282-1286(2023).

[8] ZHANG Y Z, LIU Y M, ZHU P F et al. Joint reinforcement and contrastive learning for unsupervised video summarization[J]. IEEE Signal Processing Letters, 29, 2587-2591(2022).

[9] YALINIZ G, IKIZLER-CINBIS N. Using independently recurrent networks for reinforcement learning based unsupervised video summarization[J]. Multimedia Tools and Applications, 80, 17827-17847(2021).

[10] ZANG S S, YU H, SONG Y et al. Unsupervised video summarization using deep non-local video summarization networks[J]. Neurocomputing, 519, 26-35(2023).

[11] PAN T, CHEN H, HUANG J et al. Research on unsupervised video summarization algorithm based on multimodal fusion[J]. Computer Technology and Development, 34, 29-35(2024).

[12] ZHANG K, CHAO W L, SHA F et al. Video summarization with long short-term memory[C], 766-782(2016).

[13] VORA D, KADAM P, MOHITE D D et al. AI-driven video summarization for optimizing content retrieval and management through deep learning techniques[J]. Scientific Reports, 15, 4058(2025).

[14] KANDASWAMY V A, BALACHANDERN B. FED-AT-VIDEO nets—a federated capsule-self gated learning architecture for the multi-view video summarization technique[J]. Signal, Image and Video Processing, 19, 82(2025).

[15] YAN H, LIU L K, HUANG J B et al. Video summarization model based on the multiscale attention mechanism and bidirectional gated recurrent network[J]. CAAI Transactions on Intelligent Systems, 19, 446-454(2024).

[16] ZHAO B, LI X L, LU X Q. Hierarchical recurrent neural network for video summarization[C], 863-871(2017).

[17] ZHAO B, LI X L, LU X Q. HSA-RNN: hierarchical structure-adaptive RNN for video summarization[C], 7405-7414(2018).

[18] ZHAO B, LI X L, LU X Q. TTH-RNN: tensor-train hierarchical recurrent neural network for video summarization[J]. IEEE Transactions on Industrial Electronics, 68, 3629-3637(2021).

[19] ZHANG Y E, LI Z P. Video summarization algorithm based on multi-scale hybrid attention mechanism[J]. Computer Engineering and Design, 44, 3305-3311(2023).

[20] CASAS L L, KOBLENTS E. Video summarization with LSTM and deep attention models[C], 67-79(2019).

[21] LI Z Y, REN X W, DU F Y. Multimodal local feature enhancement network for video summarization[C], 158-169(2024).

[22] DEY A, BISWAS S, LE D N. Workout action recognition in video streams using an attention driven residual DC-GRU network[J]. Computers, Materials and Continua, 79, 3067-3087(2024).

[23] ZHOU K Y, QIAO Y, XIANG T. Deep reinforcement learning for unsupervised video summarization with diversity-representativeness reward[C], 7582-7589(2018).

[24] ZHAO B, LI H P, LU X Q et al. Reconstructive sequence-graph network for video summarization[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 44, 2793-2801(2022).

[25] LI H P, KE Q H, GONG M M et al. Progressive video summarization via multimodal self-supervised learning[C], 5584-5593(2023).

[26] LI H P, KE Q H, GONG M M et al. Video joint modelling based on hierarchical transformer for co-summarization[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45, 3904-3917(2023).

[27] ZHANG J, WU G L, SONG S S. Video summarization generation based on graph structure reconstruction[J]. Electronics, 12, 4757(2023).