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

					Paper Title	Repository
HEGR	16.7	14.1	37.8	-	Two Heads are Better Than One: Hypergraph-Enhanced Graph Reasoning for Visual Event Ratiocination	-
TAPM	-	13.8	37.2	33.1	Transitional Adaptation of Pretrained Models for Visual Storytelling	-
HBSG	15.4	-	36.5	-	Visual Storytelling with Hierarchical BERT Semantic Guidance	-
CoVS	15.2	11.5	36.5	30.8	Coherent Visual Storytelling via Parallel Top-Down Visual and Topic Attention	-
MCSM+RNN	13	11	36.1	30.7	Commonsense Knowledge Aware Concept Selection For Diverse and Informative Visual Storytelling	-
AOG + ARS	12.9	12.0	36.0	30.1	AOG-LSTM: An adaptive attention neural network for visual storytelling	-
SGVST	14.7	9.8	35.8	29.9	Storytelling from an Image Stream Using Scene Graphs	-
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	-
INet	14.7	10	35.6	29.7	Hide-and-Tell: Learning to Bridge Photo Streams for Visual Storytelling	-
SGEmb	14.8	8.6	35.6	30.2	Diverse and Relevant Visual Storytelling with Scene Graph Embeddings	-
IRW	15.4	11.0	35.6	29.6	Imagine, Reason and Write: Visual Storytelling with Graph Knowledge and Relational Reasoning	-
MemNet	14.1	-	35.5	-	Hierarchical memory decoder for visual narrating	-
StoryAnchor: w/ Predicted Nouns	14	9.9	35.5	30	Visual Storytelling via Predicting Anchor Word Embeddings in the Stories	-
VSCMR	14.3	9	35.5	30.2	Informative Visual Storytelling with Cross-modal Rules
ViT-model	12.3	4.4	35.4	31	Vision Transformer Based Model for Describing a Set of Images as a Story	-
HSRL w/ Joint Training	12.32	10.71	35.23	30.84	Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story Generation	-
K-Storyteller	12.8	12.1	35.2	29.9	Knowledgeable Storyteller: A Commonsense-Driven 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
AREL	13.6	9.1	35.2	29.3	What Makes A Good Story? Designing Composite Rewards for Visual Storytelling

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