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Radiology Report Generation/Medical Report Generation/Image Captioning

Years:

2024

  • Simulating doctors’ thinking logic for chest X-ray report generation via Transformer-based Semantic Query learning, Medical Image Analysis. |pdf|code|
  • Memory Guided Transformer With Spatio-Semantic Visual Extractor for Medical Report Generation, IJBHI. |pdf|
  • Multi-Grained Radiology Report Generation With Sentence-Level Image-Language Contrastive Learning, TMI. |pdf|
  • Complex Organ Mask Guided Radiology Report Generation, WACV. |pdf| code|
  • TSGET: Two-Stage Global Enhanced Transformer for Automatic Radiology Report Generation, IEEE J-BHI. |pdf| code|
  • Promptmrg: Diagnosis-driven prompts for medical report generation, AAAI |pdf|code|
  • Bootstrapping Large Language Models for Radiology Report Generation, AAAI |pdf|code|

2023

  • Style-Aware Radiology Report Generation with RadGraph and Few-Shot Prompting, EMNLP. |pdf|
  • PhenotypeCLIP: Phenotype-based Contrastive Learning for Medical Imaging Report Generation , EMNLP. |pdf|
  • RECAP: Towards Precise Radiology Report Generation via Dynamic Disease Progression Reasoning, EMNLP. |pdf| code|
  • CAMANet: Class Activation Map Guided Attention Network for Radiology Report Generation, IEEE J-BHI. |pdf| code|
  • R2GenGPT: Radiology Report Generation with Frozen LLMs, Meta Radiology. |pdf| code|
  • Replace and Report: NLP Assisted Radiology Report Generation, ACL. |pdf|
  • ORGAN: Observation-Guided Radiology Report Generation via Tree Reasoning, ACL. |pdf| code|
  • Can Prompt Learning Benefit Radiology Report Generation?, Arxiv. |pdf|
  • A Systematic Review of Deep Learning-based Research on Radiology Report Generation, arXiv. |pdf|code|
  • METransformer: Radiology Report Generation by Transformer with Multiple Learnable Expert Tokens, CVPR. |pdf|
  • KiUT: Knowledge-injected U-Transformer for Radiology Report Generation, CVPR. |pdf|
  • Dynamic Graph Enhanced Contrastive Learning for Chest X-ray Report Generation, CVPR. |pdf|code|
  • Radiology report generation with a learned knowledge base and multi-modal alignment, Medical Image Analysis,|pdf|code|

2022

  • Injecting Semantic Concepts into End-to-End Image Captioning, CVPR. |pdf|code|
  • PTSN: Progressive Tree-Structured Prototype Networ, ACM MM. |pdf|code|
  • Reinforced Cross-modal Alignment for Radiology Report Generation, ACL Findings. |pdf|
  • Uncertainty-aware report generation for chest X-rays by variational topic inference, Medical Image Analysis. |pdf|code|
  • Automated Radiographic Report Generation Purely On Transformer: A Multi-criteria Supervised Approach, TMI. |pdf|
  • Cross-modal Prototype Driven Network for Radiology Report Generation, ECCV. |pdf|code|
  • Radiology Report Generation with General and Specific Knowledge, Medical Image Analysis,|pdf|

2021

  • Cross-modal Memory Networks for Radiology Report Generation, ACL Main. |pdf|code|
  • A Self-boosting Framework for Automated Radiographic Report Generation, CVPR. |pdf|
  • Improving Image Captioning by Leveraging Intra- and Inter-layer Global Representation in Transformer Network, AAAI. |pdf|code|
  • Contrastive Attention for Automatic Chest X-ray Report Generation, ACL Findings. |pdf|
  • RATCHET: Medical Transformer for Chest X-ray Diagnosis and Reporting, MICCAI. |pdf|
  • Competence-based Multimodal Curriculum Learning for Medical Report Generation, ACL | pdf

2020

  • Comprehensive Image Captioning via Scene Graph Decomposition, ECCV. |pdf|code|
  • Generating Radiology Reports via Memory-driven Transformer, EMNLP Main. |pdf|code|
  • Improving Factual Completeness and Consistency of Image-to-text Radiology Report Generation, NAACL Main |pdf|code|

2019

  • Fast, Diverse and Accurate Image Captioning Guided By Part-of-Speech, CVPR. |pdf|

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Awesome radiology report generation and image captioning papers.

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