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Submission History
limiao edited this page Nov 4, 2017
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17 revisions
| NO | model | step | score | BLEU_4 | CIDEr | METEOR | ROUGE_L |
|---|---|---|---|---|---|---|---|
| 1 | show_and_tell | 230000 | 6.54236 | 0.73105 | 1.23151 | 0.35082 | 0.60045 |
| 2 | show_and_tell | 529346 | 6.57050 | 0.73298 | 1.24599 | 0.35132 | 0.60499 |
| 3 | show_and_tell finetune | 615359 | 6.49749 | 0.73934 | 1.28029 | 0.35515 | 0.61231 |
| 4 | show_and_tell finetune* | 840000 | 6.57731 | 0.59671 | 1.37921 | 0.36678 | 0.62941 |
| 5 | show_and_tell finetune** | 840000 | 6.52121 | 0.61224 | 1.44411 | 0.37362 | 0.63947 |
| 6 | show_and_tell advanced*** (Visual Attention, finetune with decay) | 580699 | 6.14249 | 0.68483 | 1.79038 | 0.40753 | 0.6829 |
| 6 | show_and_tell advanced_da*** (Visual Attention, finetune with decay, data augmentation) | 640713 | 6.67553 | 0.69240 | 1.83234 | 0.41117 | 0.68795 |
* 这是 ShowAndTellInGraphModel 的结果，finetune 时学习率调大到 0.001
** 这是 ShowAndTellInGraphModel 的结果，finetune 时学习率接续训练时的学习率开始 decay
*** 从 105000 开始 finetune, 学习率接续训练时学习率继续 decay, initlr=1.0, decay=0.6