Video Summarization on SumMe (TVT)
0.282Kendall's TauTripleSumm
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TripleSummTraining Mode=MoSu (pre-trained on MoSu and fine-tuned on target dataset)2026.03 | 0.282 | 0.314 | |
| TripleSummTraining Mode=Full (trained on each respective dataset)2026.03 | 0.265 | 0.296 | |
| CSTA2026.03 | 0.246 | 0.274 | |
| UMT2026.03 | 0.241 | 0.268 | |
| Joint-VA2026.03 | 0.23 | 0.256 | |
| HumanSplit Protocol=TVT, Summary Budget=15%2026.05 | 0.205 | 0.213 | |
| PGL-SUM2026.03 | 0.192 | 0.213 | |
| SSPVS2026.03 | 0.192 | 0.257 | |
| TripleSummtraining=Pre-trained on MoSu and fine-tuned, variant=MoSu2026.03 | 0.172 | 0.192 | |
| TripleSummTraining Mode=MoSu (pre-trained on MoSu and fine-tuned on target dataset)2026.03 | 0.172 | 0.192 | |
| TripleSumm (MoSu)Modality=Full, Pre-training=MoSu, Training Strategy=Pre-trained on MoSu and fine-tuned on each target dataset2026.03 | 0.172 | 0.192 | |
| TripleSummtraining=Trained on target dataset, variant=Full2026.03 | 0.162 | 0.187 | |
| TripleSummTraining Mode=Full (trained on each respective dataset)2026.03 | 0.162 | 0.187 | |
| TripleSumm (Full)Modality=Full, Training Strategy=Trained on each respective dataset2026.03 | 0.162 | 0.187 | |
| VASNet2026.03 | 0.16 | 0.17 | |
| VASTSumSplit Protocol=TVT, Summary Budget=15%2026.05 | 0.157 | 0.161 | |
| UMT2026.03 | 0.148 | 0.165 | |
| UMT2026.03 | 0.148 | 0.165 | |
| UMT2026.03 | 0.148 | 0.165 | |
| SSPVS2026.03 | 0.142 | 0.157 | |
| SSPVS2026.03 | 0.142 | 0.157 | |
| SSPVS2026.03 | 0.142 | 0.157 | |
| CSTA2026.03 | 0.133 | 0.148 | |
| CSTA2026.03 | 0.133 | 0.148 | |
| CSTA2026.03 | 0.133 | 0.148 | |
| SummDiffSplit Protocol=TVT, Summary Budget=15%2026.05 | 0.133 | 0.148 | |
| Joint-VA2026.03 | 0.117 | 0.129 | |
| Joint-VA2026.03 | 0.117 | 0.129 | |
| Joint-VA2026.03 | 0.117 | 0.129 | |
| A2Summ2026.03 | 0.108 | 0.129 | |
| CSTASplit Protocol=TVT, Summary Budget=15%2026.05 | 0.108 | 0.12 | |
| PGL-SUM2026.03 | 0.104 | 0.116 | |
| PGL-SUM2026.03 | 0.104 | 0.116 | |
| PGL-SUM2026.03 | 0.104 | 0.116 | |
| PGL-SUMSplit Protocol=TVT, Summary Budget=15%2026.05 | 0.104 | 0.116 | |
| VASNet2026.03 | 0.089 | 0.099 | |
| VASNet2026.03 | 0.089 | 0.099 | |
| VASNet2026.03 | 0.089 | 0.099 | |
| VASNetSplit Protocol=TVT, Summary Budget=15%2026.05 | 0.089 | 0.099 | |
| A2Summ2026.03 | 0.088 | 0.096 | |
| A2Summ2026.03 | 0.088 | 0.096 | |
| A2Summ2026.03 | 0.088 | 0.096 | |
| A2SummSplit Protocol=TVT, Summary Budget=15%2026.05 | 0.088 | 0.096 | |
| RandomSplit Protocol=TVT, Summary Budget=15%2026.05 | 0 | 0 |