No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling

ACL 2018 Xin WangWenhu ChenYuan-Fang WangWilliam Yang Wang

Though impressive results have been achieved in visual captioning, the task of generating abstract stories from photo streams is still a little-tapped problem. Different from captions, stories have more expressive language styles and contain many imaginary concepts that do not appear in the images... (read more)

PDF Abstract

Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT LEADERBOARD
Visual Storytelling VIST AREL-t-100 BLEU-1 63.8 # 1
BLEU-2 39.1 # 1
BLEU-3 23.2 # 1
BLEU-4 14.1 # 1
METEOR 35 # 1
ROUGE 29.5 # 1
CIDEr 9.4 # 1