A Systematic Review of Deep Learning-based Research on Radiology Report Generation

23 November 2023

Yan Song

Papers citing "A Systematic Review of Deep Learning-based Research on Radiology Report Generation"

50 / 93 papers shown

Title
One-shot Localization and Segmentation of Medical Images with Foundation Models Deepa Anand Gurunath Reddy Vanika Singhal D. Shanbhag KS Shriram ... Dawei Gui R. Mullick Avinash Gopal Parminder Bhatia Taha A. Kass-Hout MedIm 97 13 0 28 Oct 2023
Comprehensive Multimodal Segmentation in Medical Imaging: Combining YOLOv8 with SAM and HQ-SAM Models S. Pandey Kuan-Fu Chen Erik Dam 48 47 0 04 Oct 2023
Exploring SAM Ablations for Enhancing Medical Segmentation in Radiology and Pathology Amin Ranem Niklas Babendererde Moritz Fuchs Anirban Mukhopadhyay 30 5 0 30 Sep 2023
SAM-OCTA: A Fine-Tuning Strategy for Applying Foundation Model to OCTA Image Segmentation Tasks Chengliang Wang Xinrun Chen Haojian Ning Shiying Li 49 14 0 21 Sep 2023
Segment Anything Model for Brain Tumor Segmentation Peng Zhang Yaping Wang VLM 34 6 0 15 Sep 2023
SAMedOCT: Adapting Segment Anything Model (SAM) for Retinal OCT Botond Fazekas José Morano Dmitrii Lachinov Guilherme Aresta Hrvoje Bogunović MedIm 37 8 0 18 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 273 11,791 0 18 Jul 2023
KiUT: Knowledge-injected U-Transformer for Radiology Report Generation Zhongzhen Huang Xiaofan Zhang Shaoting Zhang MedIm 59 52 0 20 Jun 2023
Replace and Report: NLP Assisted Radiology Report Generation Kaveri Kale P. Bhattacharyya Kshitij Sharad Jadhav LM&MA MedIm 22 11 0 19 Jun 2023
ORGAN: Observation-Guided Radiology Report Generation via Tree Reasoning Wenjun Hou Kaishuai Xu Yi Cheng Wenjie Li Jiangming Liu 42 35 0 10 Jun 2023
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 273 948 0 27 Apr 2023
Customized Segment Anything Model for Medical Image Segmentation Kaiwen Zhang Dong Liu MedIm VLM 120 299 0 26 Apr 2023
MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models Deyao Zhu Jun Chen Xiaoqian Shen Xiang Li Mohamed Elhoseiny VLM MLLM 133 2,023 0 20 Apr 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 451 4,715 0 17 Apr 2023
Interactive and Explainable Region-guided Radiology Report Generation Tim Tanida Philip Muller Georgios Kaissis Daniel Rueckert MedIm 126 116 0 17 Apr 2023
Segment Anything A. Kirillov Eric Mintun Nikhila Ravi Hanzi Mao Chloe Rolland ... Spencer Whitehead Alexander C. Berg Wan-Yen Lo Piotr Dollár Ross B. Girshick MLLM VLM 308 7,274 0 05 Apr 2023
METransformer: Radiology Report Generation by Transformer with Multiple Learnable Expert Tokens Zhanyu Wang Lingqiao Liu Lei Wang Luping Zhou MedIm 38 75 0 05 Apr 2023
Dynamic Graph Enhanced Contrastive Learning for Chest X-ray Report Generation Mingjie Li Bingqian Lin Zicong Chen Haokun Lin Xiaodan Liang Xiaojun Chang MedIm 51 115 0 18 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.4K 13,167 0 27 Feb 2023
mPLUG-2: A Modularized Multi-modal Foundation Model Across Text, Image and Video Haiyang Xu Qinghao Ye Mingshi Yan Yaya Shi Jiabo Ye ... Guohai Xu Ji Zhang Songfang Huang Feiran Huang Jingren Zhou MLLM VLM MoE 67 168 0 01 Feb 2023
Semantic-Conditional Diffusion Networks for Image Captioning Jianjie Luo Yehao Li Yingwei Pan Ting Yao Jianlin Feng Hongyang Chao Tao Mei DiffM 59 69 0 06 Dec 2022
Self adaptive global-local feature enhancement for radiology report generation Yuhao Wang Kai Wang Xiaohong Liu Tianrun Gao Jingyue Zhang Guangyu Wang MedIm 44 15 0 21 Nov 2022
Improving the Factual Correctness of Radiology Report Generation with Semantic Rewards Jean-Benoit Delbrouck Pierre J. Chambon Christian Blüthgen E. Tsai Omar Almusa C. Langlotz MedIm 76 79 0 21 Oct 2022
DiffuSeq: Sequence to Sequence Text Generation with Diffusion Models Shansan Gong Mukai Li Jiangtao Feng Zhiyong Wu Lingpeng Kong 85 332 0 17 Oct 2022
RepsNet: Combining Vision with Language for Automated Medical Reports A. Tanwani Joelle Barral Daniel Freedman MedIm 61 22 0 27 Sep 2022
A Medical Semantic-Assisted Transformer for Radiographic Report Generation Zhanyu Wang Mingkang Tang Lei Wang Xiu Li Luping Zhou ViT MedIm 39 57 0 22 Aug 2022
Analog Bits: Generating Discrete Data using Diffusion Models with Self-Conditioning Ting-Li Chen Ruixiang Zhang Geoffrey E. Hinton DiffM 79 306 0 08 Aug 2022
Cross-modal Prototype Driven Network for Radiology Report Generation Jun Wang A. Bhalerao Yulan He MedIm 133 76 0 11 Jul 2022
Attributed Abnormality Graph Embedding for Clinically Accurate X-Ray Report Generation Sixing Yan William K. Cheung Keith W H Chiu Terence M. Tong Charles K. Cheung Simon See MedIm 58 16 0 04 Jul 2022
Competence-based Multimodal Curriculum Learning for Medical Report Generation Fenglin Liu Shen Ge Yuexian Zou Xian Wu MedIm 50 138 0 24 Jun 2022
Knowledge Graph Construction and Its Application in Automatic Radiology Report Generation from Radiologist's Dictation Kaveri Kale P. Bhattacharyya A. Shetty Milind Gune Kush Shrivastava Rustom Lawyer Spriha Biswas MedIm 40 9 0 13 Jun 2022
Cross-modal Memory Networks for Radiology Report Generation Zhihong Chen Yaling Shen Yan Song Xiang Wan MedIm 63 259 0 28 Apr 2022
AlignTransformer: Hierarchical Alignment of Visual Regions and Disease Tags for Medical Report Generation Di You Fenglin Liu Shen Ge Xiaoxia Xie Jing Zhang Xian Wu ViT MedIm 79 110 0 18 Mar 2022
Improving Chest X-Ray Report Generation by Leveraging Warm Starting Aaron Nicolson Jason Dowling Bevan Koopman ViT LM&MA MedIm 55 95 0 24 Jan 2022
Auto-Encoding Knowledge Graph for Unsupervised Medical Report Generation Fenglin Liu Chenyu You Xian Wu Shen Ge Sheng Wang Xu Sun MedIm 101 94 0 08 Nov 2021
Weakly Supervised Contrastive Learning for Chest X-Ray Report Generation An Yan Zexue He Xing Lu Jingfeng Du E. Chang Amilcare Gentili Julian McAuley Chun-Nan Hsu MedIm 133 64 0 25 Sep 2021
Chest ImaGenome Dataset for Clinical Reasoning Joy T. Wu Nkechinyere N. Agu Ismini Lourentzou Arjun Sharma J. Paguio ... William Mitchell Satyananda Kashyap Andrea Giovannini Leo Anthony Celi Mehdi Moradi 32 67 0 31 Jul 2021
RATCHET: Medical Transformer for Chest X-ray Diagnosis and Reporting Benjamin Hou Georgios Kaissis Ronald M. Summers Bernhard Kainz ViT LM&MA MedIm 64 51 0 05 Jul 2021
RadGraph: Extracting Clinical Entities and Relations from Radiology Reports Saahil Jain Ashwin Agrawal A. Saporta Steven QH Truong D. Duong ... Yuhao Zhang M. Lungren A. Ng C. Langlotz Pranav Rajpurkar MedIm 90 210 0 28 Jun 2021
Contrastive Attention for Automatic Chest X-ray Report Generation Fenglin Liu Changchang Yin Xian Wu Shen Ge Yuexian Zou Ping Zhang Yuexian Zou Xu Sun MedIm 35 150 0 13 Jun 2021
Exploring and Distilling Posterior and Prior Knowledge for Radiology Report Generation Fenglin Liu Xian Wu Shen Ge Wei Fan Yuexian Zou MedIm 66 256 0 13 Jun 2021
CLIPScore: A Reference-free Evaluation Metric for Image Captioning Jack Hessel Ari Holtzman Maxwell Forbes Ronan Le Bras Yejin Choi CLIP 124 1,557 0 18 Apr 2021
VisualCheXbert: Addressing the Discrepancy Between Radiology Report Labels and Image Labels Saahil Jain Akshay Smit Steven QH Truong C. Nguyen Minh-Thanh Huynh Mudit Jain Victoria A Young A. Ng M. Lungren Pranav Rajpurkar MedIm 54 30 0 23 Feb 2021
Progressive Transformer-Based Generation of Radiology Reports Farhad Nooralahzadeh Nicolas Andres Perez Gonzalez T. Frauenfelder Koji Fujimoto Michael Krauthammer ViT MedIm 59 88 0 19 Feb 2021
Diagnostic Captioning: A Survey John Pavlopoulos Vasiliki Kougia Ion Androutsopoulos D. Papamichail 3DV MedIm 123 27 0 18 Jan 2021
Generating Radiology Reports via Memory-driven Transformer Zhihong Chen Yan Song Tsung-Hui Chang Xiang Wan MedIm 62 478 0 30 Oct 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 593 40,961 0 22 Oct 2020
Improving Factual Completeness and Consistency of Image-to-Text Radiology Report Generation Yasuhide Miura Yuhao Zhang Emily Bao Tsai C. Langlotz Dan Jurafsky MedIm 193 157 0 20 Oct 2020
Learning Visual-Semantic Embeddings for Reporting Abnormal Findings on Chest X-rays Jianmo Ni Chun-Nan Hsu Amilcare Gentili Julian McAuley MedIm 54 30 0 06 Oct 2020
Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing Yu Gu Robert Tinn Hao Cheng Michael R. Lucas Naoto Usuyama Xiaodong Liu Tristan Naumann Jianfeng Gao Hoifung Poon LM&MA AI4CE 72 1,762 0 31 Jul 2020