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Supervised Video Summarization On Tvsum

Metrics

F1-score (Augmented)
F1-score (Canonical)
Kendall's Tau
Spearman's Rho

Results

Performance results of various models on this benchmark

Model Name
F1-score (Augmented)
F1-score (Canonical)
Kendall's Tau
Spearman's Rho
Paper TitleRepository
CLIP-It69.066.30.1080.147CLIP-It! Language-Guided Video Summarization
DMASum-61.40.2030.267Query Twice: Dual Mixture Attention Meta Learning for Video Summarization-
VJMHT61.960.90.0970.105Video Joint Modelling Based on Hierarchical Transformer for Co-summarization
DR-DSN59.858.1--Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward
PGL-SUM-61.00.1570.206Combining Global and Local Attention with Positional Encoding for Video Summarization
CSTA--0.1940.255CSTA: CNN-based Spatiotemporal Attention for Video Summarization
MAVS [DBLP:conf/mm/FengLKZ18]-67.5--Supervised Video Summarization via Multiple Feature Sets with Parallel Attention
SSPVS(+Text)-60.40.1810.238Progressive Video Summarization via Multimodal Self-supervised Learning
iPTNet64.263.40.1340.163Joint Video Summarization and Moment Localization by Cross-Task Sample Transfer-
DSNet63.962.1--DSNet: A Flexible Detect-to-Summarize Network for Video Summarization
SSPVS61.860.30.1770.233Progressive Video Summarization via Multimodal Self-supervised Learning
re-SEQ2SEQ [DBLP:conf/eccv/ZhangGS18]-63.9--Supervised Video Summarization via Multiple Feature Sets with Parallel Attention
VASNet [DBLP:conf/accv/FajtlSAMR18]-59.8--Supervised Video Summarization via Multiple Feature Sets with Parallel Attention
MC-VSA [DBLP:journals/corr/abs-2006-01410]-63.7--Supervised Video Summarization via Multiple Feature Sets with Parallel Attention
MSVA-61.50.1900.210Supervised Video Summarization via Multiple Feature Sets with Parallel Attention
CSNet57.158.5--Discriminative Feature Learning for Unsupervised Video Summarization
PGL-SUM (maximum learning capacity)-62.7--Combining Global and Local Attention with Positional Encoding for Video Summarization
M-AVS [DBLP:journals/corr/abs-1708-09545]-61--Supervised Video Summarization via Multiple Feature Sets with Parallel Attention
RR-STG63.663.00.1620.212Relational Reasoning Over Spatial-Temporal Graphs for Video Summarization-
A2Summ-63.40.1370.165Align and Attend: Multimodal Summarization with Dual Contrastive Losses
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