FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2953353336> ?p ?o ?g. }

• W2953353336 abstract "Exploiting the temporal dependency among video frames or subshots is very important for the task of video summarization. Practically, RNN is good at temporal dependency modeling, and has achieved overwhelming performance in many video-based tasks, such as video captioning and classification. However, RNN is not capable enough to handle the video summarization task, since traditional RNNs, including LSTM, can only deal with short videos, while the videos in the summarization task are usually in longer duration. To address this problem, we propose a hierarchical recurrent neural network for video summarization, called H-RNN in this paper. Specifically, it has two layers, where the first layer is utilized to encode short video subshots cut from the original video, and the final hidden state of each subshot is input to the second layer for calculating its confidence to be a key subshot. Compared to traditional RNNs, H-RNN is more suitable to video summarization, since it can exploit long temporal dependency among frames, meanwhile, the computation operations are significantly lessened. The results on two popular datasets, including the Combined dataset and VTW dataset, have demonstrated that the proposed H-RNN outperforms the state-of-the-arts." @default.
• W2953353336 created "2019-06-27" @default.
• W2953353336 creator A5014425465 @default.
• W2953353336 creator A5018824735 @default.
• W2953353336 creator A5068918243 @default.
• W2953353336 date "2019-04-27" @default.
• W2953353336 modified "2023-09-26" @default.
• W2953353336 title "Hierarchical Recurrent Neural Network for Video Summarization" @default.
• W2953353336 cites W1502713047 @default.
• W2953353336 cites W1581407678 @default.
• W2953353336 cites W1598774275 @default.
• W2953353336 cites W1904325426 @default.
• W2953353336 cites W1924343884 @default.
• W2953353336 cites W1926243429 @default.
• W2953353336 cites W1966872876 @default.
• W2953353336 cites W1987366351 @default.
• W2953353336 cites W2016543560 @default.
• W2953353336 cites W2028788183 @default.
• W2953353336 cites W2032342062 @default.
• W2953353336 cites W2064675550 @default.
• W2953353336 cites W2094325573 @default.
• W2953353336 cites W2097117768 @default.
• W2953353336 cites W2103908291 @default.
• W2953353336 cites W2105174364 @default.
• W2953353336 cites W2106229755 @default.
• W2953353336 cites W2107878631 @default.
• W2953353336 cites W2109152179 @default.
• W2953353336 cites W2115857089 @default.
• W2953353336 cites W2116946038 @default.
• W2953353336 cites W2120645068 @default.
• W2953353336 cites W2122476475 @default.
• W2953353336 cites W2129291408 @default.
• W2953353336 cites W2130942839 @default.
• W2953353336 cites W2134577448 @default.
• W2953353336 cites W2139501017 @default.
• W2953353336 cites W2194345886 @default.
• W2953353336 cites W2467794422 @default.
• W2953353336 cites W2529272619 @default.
• W2953353336 cites W2962835968 @default.
• W2953353336 cites W2963220254 @default.
• W2953353336 cites W2963843052 @default.
• W2953353336 cites W2963919999 @default.
• W2953353336 cites W2964335490 @default.
• W2953353336 doi "https://doi.org/10.48550/arxiv.1904.12251" @default.
• W2953353336 hasPublicationYear "2019" @default.
• W2953353336 type Work @default.
• W2953353336 sameAs 2953353336 @default.
• W2953353336 citedByCount "0" @default.
• W2953353336 crossrefType "posted-content" @default.
• W2953353336 hasAuthorship W2953353336A5014425465 @default.
• W2953353336 hasAuthorship W2953353336A5018824735 @default.
• W2953353336 hasAuthorship W2953353336A5068918243 @default.
• W2953353336 hasBestOaLocation W29533533361 @default.
• W2953353336 hasConcept C108583219 @default.
• W2953353336 hasConcept C115961682 @default.
• W2953353336 hasConcept C119857082 @default.
• W2953353336 hasConcept C138885662 @default.
• W2953353336 hasConcept C147168706 @default.
• W2953353336 hasConcept C153180895 @default.
• W2953353336 hasConcept C154945302 @default.
• W2953353336 hasConcept C157657479 @default.
• W2953353336 hasConcept C162324750 @default.
• W2953353336 hasConcept C165696696 @default.
• W2953353336 hasConcept C170858558 @default.
• W2953353336 hasConcept C187736073 @default.
• W2953353336 hasConcept C19768560 @default.
• W2953353336 hasConcept C26517878 @default.
• W2953353336 hasConcept C2776401178 @default.
• W2953353336 hasConcept C2780451532 @default.
• W2953353336 hasConcept C38652104 @default.
• W2953353336 hasConcept C41008148 @default.
• W2953353336 hasConcept C41895202 @default.
• W2953353336 hasConcept C50644808 @default.
• W2953353336 hasConceptScore W2953353336C108583219 @default.
• W2953353336 hasConceptScore W2953353336C115961682 @default.
• W2953353336 hasConceptScore W2953353336C119857082 @default.
• W2953353336 hasConceptScore W2953353336C138885662 @default.
• W2953353336 hasConceptScore W2953353336C147168706 @default.
• W2953353336 hasConceptScore W2953353336C153180895 @default.
• W2953353336 hasConceptScore W2953353336C154945302 @default.
• W2953353336 hasConceptScore W2953353336C157657479 @default.
• W2953353336 hasConceptScore W2953353336C162324750 @default.
• W2953353336 hasConceptScore W2953353336C165696696 @default.
• W2953353336 hasConceptScore W2953353336C170858558 @default.
• W2953353336 hasConceptScore W2953353336C187736073 @default.
• W2953353336 hasConceptScore W2953353336C19768560 @default.
• W2953353336 hasConceptScore W2953353336C26517878 @default.
• W2953353336 hasConceptScore W2953353336C2776401178 @default.
• W2953353336 hasConceptScore W2953353336C2780451532 @default.
• W2953353336 hasConceptScore W2953353336C38652104 @default.
• W2953353336 hasConceptScore W2953353336C41008148 @default.
• W2953353336 hasConceptScore W2953353336C41895202 @default.
• W2953353336 hasConceptScore W2953353336C50644808 @default.
• W2953353336 hasLocation W29533533361 @default.
• W2953353336 hasOpenAccess W2953353336 @default.
• W2953353336 hasPrimaryLocation W29533533361 @default.
• W2953353336 hasRelatedWork W2793022090 @default.
• W2953353336 hasRelatedWork W2919358988 @default.
• W2953353336 hasRelatedWork W2969748604 @default.
• W2953353336 hasRelatedWork W2996568036 @default.

• next