Image Captioning on Flickr30K Entities (test)
27.6BLEU-4GVD w/ DPA
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GVD w/ DPAimplementation=own implementation, DPA=true2022.10 | 27.6 | 22.6 | — | 62.7 | 16.7 | — | — | — | |
| Cyclical2022.10 | 27.4 | 22.3 | — | 61.4 | 16.6 | — | — | — | |
| Up-Down2022.10 | 27.3 | 21.7 | — | 56.6 | 16 | — | — | — | |
| Up-Down w/ DPAimplementation=own implementation, DPA=true2022.10 | 27.2 | 22.3 | — | 60.8 | 16.3 | — | — | — | |
| NBT2022.10 | 27.1 | 21.7 | — | 57.5 | 15.6 | — | — | — | |
| GVD2022.10 | 26.9 | 22.1 | — | 60.1 | 16.1 | — | — | — | |
| GVDimplementation=own implementation2022.10 | 26.6 | 22.1 | — | 59.9 | 16.3 | — | — | — | |
| Up-Downimplementation=own implementation2022.10 | 26.4 | 21.5 | — | 57 | 15.6 | — | — | — | |
| VSR-guided CIC (oracle verb)Proposals=GT, Verb=Oracle2021.03 | 12.3 | 19.8 | 40.9 | 131.4 | 22.4 | 86.2 | 66.2 | 42.5 | |
| VSR-guided CICProposals=GT2021.03 | 10.7 | 18 | 37.1 | 97.5 | 21.9 | 57.9 | 44.7 | 28.6 | |
| VSR-guided CIC (w/o verb)Proposals=GT, Verb=Excluded2021.03 | 10.3 | 15.8 | 36.8 | 82.2 | 24 | 17.8 | 15.3 | 10.4 | |
| SCTProposals=GT2021.03 | 10.1 | 15.9 | 36.3 | 82 | 24.3 | 17.2 | 14.8 | 9.7 | |
| C-UpDnProposals=GT2021.03 | 9.4 | 14.7 | 34.5 | 74.8 | 22.5 | 16.2 | 14 | 9.2 | |
| C-LSTMProposals=GT2021.03 | 9.3 | 14.7 | 34.3 | 75.7 | 22.4 | 17 | 14.8 | 9.6 | |
| VSR-guided CIC (oracle verb)Proposals=GSRL, Verb=Oracle2021.03 | 9 | 16 | 35.4 | 96.5 | 18.6 | 73.3 | 55.5 | 36.1 | |
| VSR-guided CICProposals=GSRL2021.03 | 7.9 | 14.7 | 32.6 | 71.6 | 18.2 | 49.8 | 38 | 24.7 | |
| C-UpDnProposals=GSRL2021.03 | 7.5 | 13 | 31.4 | 58.7 | 18.9 | 16.2 | 13.9 | 9 | |
| C-LSTMProposals=GSRL2021.03 | 7.4 | 13.1 | 31 | 58.7 | 18.9 | 16.9 | 14.5 | 9.1 | |
| VSR-guided CIC (w/o verb)Proposals=GSRL, Verb=Excluded2021.03 | 7 | 12.7 | 29.7 | 50.8 | 17.6 | 16.8 | 14.5 | 9.5 | |
| SCTProposals=GSRL2021.03 | 6.9 | 12.7 | 29.7 | 50.6 | 17.7 | 16.1 | 13.7 | 9.1 |