Image Captioning on Conceptual Captions (test)
40.9CIDErVisualGPT (Our SRAU)
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| VisualGPT (Our SRAU)PLM=GPT, Training Data=1%2021.02 | 40.9 | — | — | 16.3 | 4.3 | 6.9 | 19.3 | |
| OSCARPLM=BERT, Training Data=1%2021.02 | 40.6 | — | — | 16.1 | 4.2 | 6.7 | 18.9 | |
| VisualGPT (Normalized SRAU)PLM=GPT, Training Data=1%2021.02 | 40.3 | — | — | 15.3 | 4.2 | 6.7 | 18.3 | |
| TransformerPLM=GPT, Training Data=1%2021.02 | 40.2 | — | — | 17.8 | 4.2 | 6.7 | 19 | |
| M² TransformerPLM=None, Training Data=1%2021.02 | 39.8 | — | — | 16 | 4.1 | 6.8 | 18.9 | |
| X-TransformerPLM=None, Training Data=1%2021.02 | 39.5 | — | — | 15.6 | 4 | 6.6 | 18.7 | |
| M² TransformerPLM=GPT, Training Data=1%2021.02 | 39.1 | — | — | 15.4 | 3.9 | 6.5 | 17.9 | |
| AoA TransformerPLM=None, Training Data=1%2021.02 | 39 | — | — | 14.9 | 4.1 | 6.5 | 18.6 | |
| AoA TransformerPLM=GPT, Training Data=1%2021.02 | 38.5 | — | — | 15.4 | 3.9 | 6.5 | 17.9 | |
| TransformerPLM=None, Training Data=1%2021.02 | 37.9 | — | — | 13.9 | 3.7 | 6.3 | 18.1 | |
| VisualGPT (Our SRAU)PLM=GPT, Training Data=0.5%2021.02 | 37.2 | — | — | 15.9 | 4.2 | 6.7 | 18.5 | |
| VisualGPT (Normalized SRAU)PLM=GPT, Training Data=0.5%2021.02 | 35.9 | — | — | 14.9 | 3.9 | 6.1 | 18 | |
| TransformerPLM=GPT, Training Data=0.5%2021.02 | 35.6 | — | — | 16.2 | 3.8 | 6.5 | 18.3 | |
| M² TransformerPLM=GPT, Training Data=0.5%2021.02 | 34.1 | — | — | 13.9 | 3.6 | 6 | 17.2 | |
| AoA TransformerPLM=GPT, Training Data=0.5%2021.02 | 34.1 | — | — | 14.8 | 3.6 | 6.2 | 17.6 | |
| OSCARPLM=BERT, Training Data=0.5%2021.02 | 33.5 | — | — | 14.4 | 3.7 | 6.1 | 17.2 | |
| X-TransformerPLM=None, Training Data=0.5%2021.02 | 32.1 | — | — | 14.2 | 3.5 | 5.8 | 17.3 | |
| M² TransformerPLM=None, Training Data=0.5%2021.02 | 32 | — | — | 14.5 | 3.6 | 6 | 17.1 | |
| AoA TransformerPLM=None, Training Data=0.5%2021.02 | 31.8 | — | — | 13.8 | 3.3 | 5.6 | 17.9 | |
| TransformerPLM=None, Training Data=0.5%2021.02 | 29.6 | — | — | 13.2 | 3.3 | 5.5 | 16.3 | |
| VisualGPT (Our SRAU)PLM=GPT, Training Data=0.1%2021.02 | 27.7 | — | — | 13.9 | 3.2 | 5.6 | 16.7 | |
| VisualGPT (Normalized SRAU)PLM=GPT, Training Data=0.1%2021.02 | 25.8 | — | — | 13.3 | 2.9 | 5.1 | 15.8 | |
| M² TransformerPLM=GPT, Training Data=0.1%2021.02 | 24 | — | — | 11.9 | 2.6 | 4.9 | 15.4 | |
| M² TransformerPLM=None, Training Data=0.1%2021.02 | 23.5 | — | — | 13.1 | 2.8 | 4.8 | 15.5 | |
| X-TransformerPLM=None, Training Data=0.1%2021.02 | 23.1 | — | — | 12.8 | 2.7 | 4.7 | 15.3 | |
| OSCARPLM=BERT, Training Data=0.1%2021.02 | 21.9 | — | — | 12.2 | 2.4 | 4.3 | 14.8 | |
| TransformerPLM=GPT, Training Data=0.1%2021.02 | 21.9 | — | — | 13.2 | 2.5 | 5 | 15.1 | |
| TransformerPLM=None, Training Data=0.1%2021.02 | 21.2 | — | — | 12.4 | 2.4 | 4.9 | 15.2 | |
| AoA TransformerPLM=None, Training Data=0.1%2021.02 | 20.9 | — | — | 11.4 | 2.4 | 4.6 | 14.7 | |
| AoA TransformerPLM=GPT, Training Data=0.1%2021.02 | 20.5 | — | — | 11.8 | 2.8 | 4.6 | 13.9 | |
| G + B-Ultra + LVisual Features=G + B-Ultra + L2019.09 | 0.984 | 0.265 | 0.195 | — | — | — | — | |
| TTI-BIC (single)2019.09 | 0.98 | 0.266 | 0.186 | — | — | — | — | |
| G + B-FRCNN + LVisual Features=G + B-FRCNN + L2019.09 | 0.944 | 0.261 | 0.19 | — | — | — | — | |
| Transf-Baseline2019.09 | 0.772 | 0.244 | 0.172 | — | — | — | — |