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Visual Storytelling On Vist

Metrics

BLEU-4
CIDEr
METEOR
ROUGE-L

Results

Performance results of various models on this benchmark

Paper Title
HEGR16.714.137.8-Two Heads are Better Than One: Hypergraph-Enhanced Graph Reasoning for Visual Event Ratiocination
TAPM-13.837.233.1Transitional Adaptation of Pretrained Models for Visual Storytelling
HBSG15.4-36.5-Visual Storytelling with Hierarchical BERT Semantic Guidance
CoVS15.211.536.530.8Coherent Visual Storytelling via Parallel Top-Down Visual and Topic Attention
MCSM+RNN131136.130.7Commonsense Knowledge Aware Concept Selection For Diverse and Informative Visual Storytelling
AOG + ARS12.912.036.030.1AOG-LSTM: An adaptive attention neural network for visual storytelling
SGVST14.79.835.829.9Storytelling from an Image Stream Using Scene Graphs
TAVST (RL)14.69.235.731Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication
SentiStory14.810.135.730.2SentiStory: A Multi-Layered Sentiment-Aware Generative Model for Visual Storytelling
INet14.71035.629.7Hide-and-Tell: Learning to Bridge Photo Streams for Visual Storytelling
SGEmb14.88.635.630.2Diverse and Relevant Visual Storytelling with Scene Graph Embeddings
IRW15.411.035.629.6Imagine, Reason and Write: Visual Storytelling with Graph Knowledge and Relational Reasoning
MemNet14.1-35.5-Hierarchical memory decoder for visual narrating
StoryAnchor: w/ Predicted Nouns149.935.530Visual Storytelling via Predicting Anchor Word Embeddings in the Stories
VSCMR14.3935.530.2Informative Visual Storytelling with Cross-modal Rules
ViT-model12.34.435.431Vision Transformer Based Model for Describing a Set of Images as a Story
HSRL w/ Joint Training12.3210.7135.2330.84Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story Generation
K-Storyteller12.812.135.229.9Knowledgeable Storyteller: A Commonsense-Driven Generative Model for Visual Storytelling
BLEU-RL14.46.735.230.1What Makes A Good Story? Designing Composite Rewards for Visual Storytelling
AREL13.69.135.229.3What Makes A Good Story? Designing Composite Rewards for Visual Storytelling
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