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Supervised Video Summarization On Summe

Metrics

F1-score (Canonical)

Results

Performance results of various models on this benchmark

Paper TitleRepository
PGL-SUM (maximum learning capacity)57.1Combining Global and Local Attention with Positional Encoding for Video Summarization-
PGL-SUM55.6Combining Global and Local Attention with Positional Encoding for Video Summarization-
A2Summ55.0Align and Attend: Multimodal Summarization with Dual Contrastive Losses
iPTNet54.5Joint Video Summarization and Moment Localization by Cross-Task Sample Transfer-
DMASum54.3Query Twice: Dual Mixture Attention Meta Learning for Video Summarization-
CLIP-It54.2CLIP-It! Language-Guided Video Summarization
RR-STG53.4Relational Reasoning Over Spatial-Temporal Graphs for Video Summarization-
MSVA53.4Supervised Video Summarization via Multiple Feature Sets with Parallel Attention
MC-VSA [DBLP:journals/corr/abs-2006-01410]51.6Supervised Video Summarization via Multiple Feature Sets with Parallel Attention
SSPVS(+Text)50.7Progressive Video Summarization via Multimodal Self-supervised Learning
VJMHT50.6Video Joint Modelling Based on Hierarchical Transformer for Co-summarization
DSNet50.2DSNet: A Flexible Detect-to-Summarize Network for Video Summarization-
SSPVS48.7Progressive Video Summarization via Multimodal Self-supervised Learning
CSNet48.6Discriminative Feature Learning for Unsupervised Video Summarization
VASNet [DBLP:conf/accv/FajtlSAMR18]48Supervised Video Summarization via Multiple Feature Sets with Parallel Attention
re-SEQ2SEQ [DBLP:conf/eccv/ZhangGS18]44.9Supervised Video Summarization via Multiple Feature Sets with Parallel Attention
M-AVS [DBLP:journals/corr/abs-1708-09545]44.4Supervised Video Summarization via Multiple Feature Sets with Parallel Attention
HMT44.1Hierarchical Multimodal Transformer to Summarize Videos-
MAVS [DBLP:conf/mm/FengLKZ18]43.1Supervised Video Summarization via Multiple Feature Sets with Parallel Attention
DR-DSN42.1Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward
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Supervised Video Summarization On Summe | SOTA | HyperAI