Visual Storytelling On Vist

Metrics

BLEU-4

CIDEr

METEOR

ROUGE-L

Results

Performance results of various models on this benchmark

					Paper Title
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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Visual Storytelling On Vist

Metrics

Results