Visual Storytelling On Vist

评估指标

BLEU-4

CIDEr

METEOR

ROUGE-L

评测结果

各个模型在此基准测试上的表现结果

模型名称	BLEU-4	CIDEr	METEOR	ROUGE-L	Paper Title	Repository
K-Storyteller	12.8	12.1	35.2	29.9	Knowledgeable Storyteller: A Commonsense-Driven Generative Model for Visual Storytelling
PR-VIST	7.65	-	31.6	-	Plot and Rework: Modeling Storylines for Visual Storytelling
AREL-t-100	14.1	9.4	35	29.5	No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling
HBSG	15.4	-	36.5	-	Visual Storytelling with Hierarchical BERT Semantic Guidance	-
TAVST (RL)	14.6	9.2	35.7	31	Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication	-
SentiStory	14.8	10.1	35.7	30.2	SentiStory: A Multi-Layered Sentiment-Aware Generative Model for Visual Storytelling	-
BLEU-RL	14.4	6.7	35.2	30.1	What Makes A Good Story? Designing Composite Rewards for Visual Storytelling
HSRL	9.8	5.9	30.1	25.1	What Makes A Good Story? Designing Composite Rewards for Visual Storytelling
ReCo-RL	12.4	8.6	33.9	29.9	What Makes A Good Story? Designing Composite Rewards for Visual Storytelling
HEGR	16.7	14.1	37.8	-	Two Heads are Better Than One: Hypergraph-Enhanced Graph Reasoning for Visual Event Ratiocination	-
TAPM (no V&L)	-	8.3	34.1	30.2	Transitional Adaptation of Pretrained Models for Visual Storytelling	-
GLAC Net	-	-	30.14	-	GLAC Net: GLocal Attention Cascading Networks for Multi-image Cued Story Generation
XE-ss	13.7	8.7	34.8	29.7	No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling
GAN	14	9	35	29.5	No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling
INet	14.7	10	35.6	29.7	Hide-and-Tell: Learning to Bridge Photo Streams for Visual Storytelling	-
BERT-hLSTMs	-	8.37	-	-	BERT-hLSTMs: BERT and Hierarchical LSTMs for Visual Storytelling	-
MCSM+RNN	13	11	36.1	30.7	Commonsense Knowledge Aware Concept Selection For Diverse and Informative Visual Storytelling	-
SGEmb	14.8	8.6	35.6	30.2	Diverse and Relevant Visual Storytelling with Scene Graph Embeddings	-
MemNet	14.1	-	35.5	-	Hierarchical memory decoder for visual narrating	-
SGVST	14.7	9.8	35.8	29.9	Storytelling from an Image Stream Using Scene Graphs	-

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