Video Summarization on TVSum (5-fold cross-val)
0.217Kendall's TauTripleSumm
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TripleSummPre-training configuration=MoSu, Evaluation protocol=5-fold cross-validation2026.03 | 0.217 | 0.282 | — | |
| LLMVSEvaluation protocol=5-fold cross-validation2026.03 | 0.211 | 0.275 | — | |
| TripleSummPre-training configuration=Full, Evaluation protocol=5-fold cross-validation2026.03 | 0.211 | 0.275 | — | |
| DMASum2020.08 | 0.203 | 0.267 | — | |
| DMASumEvaluation protocol=5-fold cross-validation2026.03 | 0.203 | 0.267 | — | |
| SummDiffEvaluation protocol=5-fold cross-validation2026.03 | 0.195 | 0.255 | — | |
| CSTAEvaluation protocol=5-fold cross-validation2026.03 | 0.194 | 0.255 | — | |
| MSVA2021.04 | 0.19 | 0.21 | 61.5 | |
| VSS-NetEvaluation protocol=5-fold cross-validation2026.03 | 0.19 | 0.249 | — | |
| SSPVSEvaluation protocol=5-fold cross-validation2026.03 | 0.181 | 0.238 | — | |
| UMTEvaluation protocol=5-fold cross-validation2026.03 | 0.179 | 0.235 | — | |
| MAAMEvaluation protocol=5-fold cross-validation2026.03 | 0.179 | 0.236 | — | |
| Human2020.08 | 0.178 | 0.205 | — | |
| HumanEvaluation protocol=5-fold cross-validation2026.03 | 0.177 | 0.204 | — | |
| AAAMEvaluation protocol=5-fold cross-validation2026.03 | 0.169 | 0.223 | — | |
| Joint-VAEvaluation protocol=5-fold cross-validation2026.03 | 0.166 | 0.22 | — | |
| VASNet2021.04 | 0.16 | 0.17 | 59.8 | |
| VASNetEvaluation protocol=5-fold cross-validation2026.03 | 0.16 | 0.17 | — | |
| PGL-SUMEvaluation protocol=5-fold cross-validation2026.03 | 0.157 | 0.206 | — | |
| A2SummEvaluation protocol=5-fold cross-validation2026.03 | 0.137 | 0.165 | — | |
| iPTNetEvaluation protocol=5-fold cross-validation2026.03 | 0.134 | 0.163 | — | |
| MC-VSA2021.04 | 0.116 | 0.142 | — | |
| DSNet-AFEvaluation protocol=5-fold cross-validation2026.03 | 0.113 | 0.138 | — | |
| DSNet-ABEvaluation protocol=5-fold cross-validation2026.03 | 0.108 | 0.129 | — | |
| CLIP-ItEvaluation protocol=5-fold cross-validation2026.03 | 0.108 | 0.147 | — | |
| DPP-LSTM2020.08 | 0.042 | 0.055 | — | |
| AC-SUM-GANEvaluation protocol=5-fold cross-validation2026.03 | 0.031 | 0.041 | — | |
| SUM-GAN2020.08 | 0.024 | 0.031 | — | |
| SUM-GANEvaluation protocol=5-fold cross-validation2026.03 | 0.024 | 0.031 | — | |
| DR-DSN2020.08 | 0.02 | 0.026 | — | |
| Random2020.08 | 0 | 0 | — | |
| RandomEvaluation protocol=5-fold cross-validation2026.03 | 0 | 0 | — |