Video Summarization on SumMe (test)
57.1F-scorePGL-SUM
Evaluation Results
| Method | Links | |
|---|---|---|
| PGL-SUMDoesn't require training data=false, Text-queryable=false2025.06 | 57.1 | |
| Prompts-to-SummariesDoesn't require training data=true, Text-queryable=true2025.06 | 56.84 | |
| A2SummDoesn't require training data=false, Text-queryable=false2025.06 | 55 | |
| STeMI (Few-shot)Doesn't require training data=false, Text-queryable=false2025.06 | 54.65 | |
| iPTNetDoesn't require training data=false, Text-queryable=false2025.06 | 54.5 | |
| DMASumSetting=Canonical2020.08 | 54.3 | |
| CLIP-ItDoesn't require training data=false, Text-queryable=true2025.06 | 54.2 | |
| DMASumSetting=Augmented2020.08 | 54.1 | |
| SegSumDoesn't require training data=false, Text-queryable=false2025.06 | 54.07 | |
| DMASumSetting=Transfer2020.08 | 52.2 | |
| CSNetSetting=Augmented2020.08 | 52.1 | |
| RS-SUMDoesn't require training data=false, Text-queryable=false2025.06 | 52 | |
| CSNetSetting=Canonical2020.08 | 51.3 | |
| AC-SUM-GANDoesn't require training data=false, Text-queryable=false2025.06 | 50.8 | |
| Contrastive (Zero-Shot)Doesn't require training data=true, Text-queryable=false2025.06 | 47.2 | |
| SASUMsupData Setting=Canonical2021.09 | 45.3 | |
| CSNetSetting=Transfer2020.08 | 45.1 | |
| RandomDoesn't require training data=true, Text-queryable=false2025.06 | 44.89 | |
| HMTData Setting=Augmented2021.09 | 44.8 | |
| A-AVSData Setting=Augmented2021.09 | 44.6 | |
| HMTData Setting=Canonical2021.09 | 44.1 | |
| DR-DSNSetting=Augmented2020.08 | 43.9 | |
| A-AVSData Setting=Canonical2021.09 | 43.9 | |
| dppLSTM-attData Setting=Canonical2021.09 | 43.8 | |
| SUM-GANSetting=Augmented2020.08 | 43.6 | |
| vsLSTM-attData Setting=Canonical2021.09 | 43.2 | |
| DPP-LSTMSetting=Augmented2020.08 | 42.9 | |
| DR-DSNSetting=Transfer2020.08 | 42.6 | |
| VASNetData Setting=Augmented2021.09 | 42.5 | |
| VASNetData Setting=Canonical2021.09 | 42.4 | |
| DR-DSNSetting=Canonical2020.08 | 42.1 | |
| SUM-GANSetting=Canonical2020.08 | 41.7 | |
| DPP-LSTMSetting=Transfer2020.08 | 40.7 | |
| SASUMData Setting=Canonical2021.09 | 40.6 | |
| DPP-LSTMSetting=Canonical2020.08 | 38.6 |