Unsupervised Video Summarization
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Unsupervised video summarization approaches overcome the need for ground-truth data (whose production requires time-demanding and laborious manual annotation procedures), based on learning mechanisms that require only an adequately large collection of original videos for their training. Specifically, the training is based on heuristic rules, like the sparsity, the representativeness, and the diversity of the utilized input features/characteristics.
코드
관련 논문과 평가 결과에 연결된 구현입니다. 출처에서 확인된 저자 구현에는 공식 코드 표시가 있습니다.
https://github.com/TIBHannover/UnsupervisedVideoSummarization
공식 코드https://github.com/YairShemer/ILS-SUMM
공식 코드ILS-SUMM: Iterated Local Search for Unsupervised Video Summarization
https://github.com/hanklee97121/SUM-SR-5iter
공식 코드Unsupervised Video Summarization via Iterative Training and Simplified GAN
https://github.com/hcmus-thesis-gulu/context-aware-summarization
공식 코드https://github.com/hcmus-thesis-gulu/tac-sum
공식 코드Cluster-based Video Summarization with Temporal Context Awareness
https://github.com/jnzs1836/era-vsum
공식 코드ERA: Entity Relationship Aware Video Summarization with Wasserstein GAN
https://github.com/pangzss/pytorch-ctvsum
공식 코드Contrastive Losses Are Natural Criteria for Unsupervised Video Summarization
https://github.com/shruti-jadon/Video-Summarization-using-Keyframe-Extraction-and-Video-Skimming
공식 코드Unsupervised video summarization framework using keyframe extraction and video skimming
https://github.com/HoganZhang/pytorch-vsumm-reinforce
https://github.com/KaiyangZhou/pytorch-vsumm-reinforce
https://github.com/SachinGokal/capstone-final
Unsupervised video summarization framework using keyframe extraction and video skimming
https://github.com/bavo96/SegSum
https://github.com/e-apostolidis/AC-SUM-GAN
https://github.com/e-apostolidis/CA-SUM
https://github.com/e-apostolidis/SUM-GAN-AAE
https://github.com/e-apostolidis/SUM-GAN-sl
https://github.com/mehryar72/RS-SUM
https://github.com/n9839950/EGH400-2-DSN
https://github.com/neda60/video-summarization-using-FCSN
https://github.com/wildoctopus/SADNet
Discriminative Feature Learning for Unsupervised Video Summarization
https://github.com/ymlwww/rlproject
https://gitlab.com/williamsdaniel888/valma
Unsupervised video summarization framework using keyframe extraction and video skimming
출처: Papers with Code · CC BY-SA 4.0. 아카이브 자료와 새로 수집한 논문은 별도로 관리합니다.