Video Summarization on SumMe (Kendall's tau, Spearman's rho)
0.282Kendall's tauTripleSumm
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TripleSummtraining=Pre-trained on MoSu and fine-tuned, variant=MoSu2026.03 | 0.282 | 0.314 | |
| TripleSummtraining=Trained on target dataset, variant=Full2026.03 | 0.265 | 0.296 | |
| CSTA2026.03 | 0.246 | 0.274 | |
| UMT2026.03 | 0.241 | 0.268 | |
| Joint-VA2026.03 | 0.23 | 0.256 | |
| Human2021.09 | 0.205 | 0.213 | |
| HumanSupervision=Unsupervised/Weakly Supervised2021.12 | 0.205 | 0.213 | |
| SSPVS+Textsupervision=supervised, input_modality=video+text2022.01 | 0.192 | 0.257 | |
| PGL-SUM2026.03 | 0.192 | 0.213 | |
| SSPVS2026.03 | 0.192 | 0.257 | |
| SSPVSsupervision=supervised, input_modality=video2022.01 | 0.178 | 0.24 | |
| VASNet2026.03 | 0.16 | 0.17 | |
| A2Summ2026.03 | 0.108 | 0.129 | |
| VJMHTSupervision=Supervised2021.12 | 0.106 | 0.108 | |
| RSGNSupervision=Supervised2021.12 | 0.083 | 0.085 | |
| RSGNsupervision=supervised2022.01 | 0.083 | 0.085 | |
| HMT2021.09 | 0.079 | 0.08 | |
| RSGNSupervision=Unsupervised/Weakly Supervised2021.12 | 0.071 | 0.073 | |
| RSGN_usupervision=unsupervised2022.01 | 0.071 | 0.073 | |
| GLRPESupervision=Supervised2021.12 | 0.07 | 0.091 | |
| dppLSTM-att2021.09 | 0.066 | 0.065 | |
| HSA-RNN2021.09 | 0.064 | 0.066 | |
| HSA-RNNSupervision=Supervised2021.12 | 0.064 | 0.066 | |
| HSAsupervision=supervised2022.01 | 0.064 | 0.066 | |
| vsLSTM-att2021.09 | 0.062 | 0.063 | |
| VJMHTSupervision=Unsupervised/Weakly Supervised2021.12 | 0.061 | 0.063 | |
| Transformer2021.09 | 0.06 | 0.062 | |
| VASNet2021.09 | 0.054 | 0.058 | |
| DR-DSN2021.09 | 0.047 | 0.048 | |
| DR-DSNSupervision=Unsupervised/Weakly Supervised2021.12 | 0.047 | 0.048 | |
| DRDSNsupervision=unsupervised2022.01 | 0.047 | 0.048 | |
| dppLSTMSupervision=Supervised2021.12 | 0.042 | 0.055 | |
| CSNetSupervision=Supervised2021.12 | 0.025 | 0.034 | |
| Random selection2021.09 | 0 | 0 | |
| RandomSupervision=Unsupervised/Weakly Supervised2021.12 | 0 | 0 |