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Video Summarization on SumMe (Kendall's tau, Spearman's rho)

0.282Kendall's tauTripleSumm
-0.011280.064860.1410.21714Sep 22, 2021Jun 19, 2022Mar 16, 2023Dec 11, 2023Sep 6, 2024Jun 3, 2025Mar 1, 2026
Updated 8mo ago

Evaluation results

MethodLinks
TripleSummtraining=Pre-trained on MoSu and fine-tuned, variant=MoSu2026.030.2820.314
TripleSummtraining=Trained on target dataset, variant=Full2026.030.2650.296
CSTA2026.030.2460.274
UMT2026.030.2410.268
Joint-VA2026.030.230.256
Human2021.090.2050.213
HumanSupervision=Unsupervised/Weakly Supervised2021.120.2050.213
SSPVS+Textsupervision=supervised, input_modality=video+text2022.010.1920.257
PGL-SUM2026.030.1920.213
SSPVS2026.030.1920.257
SSPVSsupervision=supervised, input_modality=video2022.010.1780.24
VASNet2026.030.160.17
A2Summ2026.030.1080.129
VJMHTSupervision=Supervised2021.120.1060.108
RSGNSupervision=Supervised2021.120.0830.085
RSGNsupervision=supervised2022.010.0830.085
HMT2021.090.0790.08
RSGNSupervision=Unsupervised/Weakly Supervised2021.120.0710.073
RSGN_usupervision=unsupervised2022.010.0710.073
GLRPESupervision=Supervised2021.120.070.091
dppLSTM-att2021.090.0660.065
HSA-RNN2021.090.0640.066
HSA-RNNSupervision=Supervised2021.120.0640.066
HSAsupervision=supervised2022.010.0640.066
vsLSTM-att2021.090.0620.063
VJMHTSupervision=Unsupervised/Weakly Supervised2021.120.0610.063
Transformer2021.090.060.062
VASNet2021.090.0540.058
DR-DSN2021.090.0470.048
DR-DSNSupervision=Unsupervised/Weakly Supervised2021.120.0470.048
DRDSNsupervision=unsupervised2022.010.0470.048
dppLSTMSupervision=Supervised2021.120.0420.055
CSNetSupervision=Supervised2021.120.0250.034
Random selection2021.0900
RandomSupervision=Unsupervised/Weakly Supervised2021.1200