Deep Semantic Segmentation of Natural and Medical Images: A Review

16 October 2019

Saeid Asgari Taghanaki

Papers citing "Deep Semantic Segmentation of Natural and Medical Images: A Review"

50 / 117 papers shown

Title
Accelerating Volumetric Medical Image Annotation via Short-Long Memory SAM 2 Yuwen Chen Zafer Yildiz Qihang Li Yaqian Chen Haoyu Dong Hanxue Gu N. Konz Maciej Mazurowski MedIm VLM 44 0 0 03 May 2025
Flip Learning: Weakly Supervised Erase to Segment Nodules in Breast Ultrasound Yuhao Huang Ao Chang Haoran Dou X. Tao Xinrui Zhou ... Ruobing Huang Alejandro F Frangi Lingyun Bao Xin Yang Dong Ni 84 1 0 26 Mar 2025
EPEE: Towards Efficient and Effective Foundation Models in Biomedicine Zaifu Zhan Shuang Zhou Huixue Zhou Z. Liu Rui Zhang 37 1 0 03 Mar 2025
SP ${ }^3$ : Superpixel-propagated pseudo-label learning for weakly semi-supervised medical image segmentation Shiman Li Jiayue Zhao Shaolei Liu Xiaokun Dai Chenxi Zhang Zhijian Song 86 0 0 18 Nov 2024
MamT $^4$ : Multi-view Attention Networks for Mammography Cancer Classification Alisher Ibragimov Sofya Senotrusova Arsenii Litvinov E. Ushakov E. Karpulevich Yury Markin 44 0 0 03 Nov 2024
Taming Mambas for Voxel Level 3D Medical Image Segmentation Luca Lumetti Vittorio Pipoli Kevin Marchesini Elisa Ficarra C. Grana Federico Bolelli MedIm Mamba 29 0 0 20 Oct 2024
Multi-modal Vision Pre-training for Medical Image Analysis Shaohao Rui Lingzhi Chen Zhenyu Tang Lilong Wang M. Liu S. Zhang Xiaosong Wang 32 0 0 14 Oct 2024
TransResNet: Integrating the Strengths of ViTs and CNNs for High Resolution Medical Image Segmentation via Feature Grafting Muhammad Hamza Sharif Dmitry Demidov Asif Hanif Mohammad Yaqub Min Xu ViT MedIm 31 2 0 01 Oct 2024
Interactive 3D Segmentation for Primary Gross Tumor Volume in Oropharyngeal Cancer Mikko Saukkoriipi J. Sahlsten J. Jaskari Lotta Orasmaa J. Kangas ... A. Makitie Mohamed Naser Clifton Fuller Benjamin H. Kann K. Kaski 34 2 0 10 Sep 2024
SGSeg: Enabling Text-free Inference in Language-guided Segmentation of Chest X-rays via Self-guidance Shuchang Ye Mingyuan Meng Mingjian Li Dagan Feng Jinman Kim 32 0 0 07 Sep 2024
MacFormer: Semantic Segmentation with Fine Object Boundaries Guoan Xu Wenfeng Huang Tao Wu Ligeng Chen Wenjing Jia Guangwei Gao Xiatian Zhu Stuart W. Perry 40 0 0 11 Aug 2024
Segmentation Style Discovery: Application to Skin Lesion Images Kumar Abhishek J. Kawahara Ghassan Hamarneh 30 0 0 05 Aug 2024
CSWin-UNet: Transformer UNet with Cross-Shaped Windows for Medical Image Segmentation Xiao Liu Peng Gao Tao Yu Fei-Yue Wang Ruyue Yuan MedIm ViT 33 14 0 25 Jul 2024
Cs2K: Class-specific and Class-shared Knowledge Guidance for Incremental Semantic Segmentation Wei Cong Yang Cong Yuyang Liu Gan Sun VLM CLL 36 2 0 12 Jul 2024
Empowering Tuberculosis Screening with Explainable Self-Supervised Deep Neural Networks Neel Patel Alexander Wong Ashkan Ebadi 30 1 0 19 Jun 2024
Development of Skip Connection in Deep Neural Networks for Computer Vision and Medical Image Analysis: A Survey Guoping Xu Xiaxia Wang Xinglong Wu Xuesong Leng Yongchao Xu 3DPC 36 8 0 02 May 2024
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey Rokas Gipiškis Chun-Wei Tsai Olga Kurasova 61 5 0 02 May 2024
Boosting Medical Image Segmentation Performance with Adaptive Convolution Layer Seyed Mohammad Reza Modaresi A. Osmani Mohammadreza Razzazi A. Chibani SSeg 46 1 0 17 Apr 2024
CT evaluation of 2D and 3D holistic deep learning methods for the volumetric segmentation of airway lesions Amel Imene Hadj Bouzid B. D. D. Senneville F. Baldacci P. Desbarats P. Berger I. Benlala G. Dournes 36 2 0 12 Mar 2024
Query-guided Prototype Evolution Network for Few-Shot Segmentation Runmin Cong Hang Xiong Jinpeng Chen Wei Zhang Qingming Huang Yao Zhao 57 13 0 11 Mar 2024
Feature boosting with efficient attention for scene parsing Vivek Singh Shailza Sharma Fabio Cuzzolin 24 0 0 29 Feb 2024
Investigating the Quality of DermaMNIST and Fitzpatrick17k Dermatological Image Datasets Kumar Abhishek Aditi Jain Ghassan Hamarneh 46 3 0 25 Jan 2024
Phenotyping calcification in vascular tissues using artificial intelligence Mehdi Ramezanpour Anne M. Robertson Yasutaka Tobe Xiaowei Jia J. Cebral 14 0 0 15 Jan 2024
Segment Any Events via Weighted Adaptation of Pivotal Tokens Zhiwen Chen Zhiyu Zhu Yifan Zhang Junhui Hou Guangming Shi Jinjian Wu 31 6 0 24 Dec 2023
Expand-and-Quantize: Unsupervised Semantic Segmentation Using High-Dimensional Space and Product Quantization Jiyoung Kim Kyuhong Shim Insu Lee B. Shim 19 2 0 12 Dec 2023
Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook Reza Azad Moein Heidary Kadir Yilmaz Michael Huttemann Sanaz Karimijafarbigloo Yuli Wu Anke Schmeink Dorit Merhof VLM SSeg 39 17 0 08 Dec 2023
Few Clicks Suffice: Active Test-Time Adaptation for Semantic Segmentation Longhui Yuan Shuangliang Li Zhuo He Binhui Xie TTA VLM 42 1 0 04 Dec 2023
Class Balanced Dynamic Acquisition for Domain Adaptive Semantic Segmentation using Active Learning Marc Schachtsiek Simone Rossi T. Hannagan 26 0 0 23 Nov 2023
PrivImage: Differentially Private Synthetic Image Generation using Diffusion Models with Semantic-Aware Pretraining Kecen Li Chen Gong Zhixiang Li Yuzhong Zhao Xinwen Hou Tianhao Wang 33 10 0 19 Oct 2023
SSG2: A new modelling paradigm for semantic segmentation F. Diakogiannis S. Furby P. Caccetta Xiaoliang Wu Rodrigo Ibata O. Hlinka John Taylor VLM 37 0 0 12 Oct 2023
Robust Unsupervised Domain Adaptation by Retaining Confident Entropy via Edge Concatenation Hye-Seong Hong Abhishek Kumar Dong-Gyu Lee AAML 26 5 0 11 Oct 2023
Classification of White Blood Cells Using Machine and Deep Learning Models: A Systematic Review Rabia Asghar Sanjay Kumar P. Hynds A. Shaukat VLM 22 7 0 11 Aug 2023
From CNN to Transformer: A Review of Medical Image Segmentation Models Wenjian Yao Jiajun Bai Wei Liao Yuheng Chen Mengjuan Liu Yao Xie ViT MedIm 17 45 0 10 Aug 2023
Gradient-Semantic Compensation for Incremental Semantic Segmentation Wei Cong Yang Cong Jiahua Dong Gan Sun Henghui Ding CLL VLM 31 12 0 20 Jul 2023
Boundary-Refined Prototype Generation: A General End-to-End Paradigm for Semi-Supervised Semantic Segmentation Junhao Dong Zhu Meng Delong Liu Zhicheng Zhao Fei Su 29 3 0 19 Jul 2023
MDViT: Multi-domain Vision Transformer for Small Medical Image Segmentation Datasets Siyi Du Nourhan Bayasi Ghassan Hamarneh Rafeef Garbi ViT 30 18 0 05 Jul 2023
PhenoBench -- A Large Dataset and Benchmarks for Semantic Image Interpretation in the Agricultural Domain J. Weyler Federico Magistri E. Marks Yue Linn Chong Matteo Sodano Gianmarco Roggiolani Nived Chebrolu C. Stachniss Jens Behley 32 30 0 07 Jun 2023
Treasure in Distribution: A Domain Randomization based Multi-Source Domain Generalization for 2D Medical Image Segmentation Ziyang Chen Yongsheng Pan Yiwen Ye Hengfei Cui Yong-quan Xia OOD 28 20 0 31 May 2023
Semantic Segmentation by Semantic Proportions Halil Ibrahim Aysel Xiaohao Cai Adam Prugel-Bennett 28 1 0 24 May 2023
DermSynth3D: Synthesis of in-the-wild Annotated Dermatology Images Ashish Sinha J. Kawahara Arezou Pakzad Kumar Abhishek Matthieu Ruthven Enjie Ghorbel Anis Kacem Djamila Aouada Ghassan Hamarneh MedIm DiffM 19 3 0 22 May 2023
Domain Adaptive Sim-to-Real Segmentation of Oropharyngeal Organs Guan-Feng Wang Tian-Ao Ren Jiewen Lai Long Bai Hongliang Ren 24 9 0 18 May 2023
Image-to-Text Translation for Interactive Image Recognition: A Comparative User Study with Non-Expert Users Wataru Kawabe Yusuke Sugano VLM 27 2 0 11 May 2023
Segment Anything Model (SAM) Enhanced Pseudo Labels for Weakly Supervised Semantic Segmentation Tianle Chen Zheda Mai Ruiwen Li Wei-lun Chao VLM 19 51 0 09 May 2023
LSFSL: Leveraging Shape Information in Few-shot Learning Deepan Padmanabhan Shruthi Gowda Elahe Arani Bahram Zonooz 25 6 0 13 Apr 2023
NUMSnet: Nested-U Multi-class Segmentation network for 3D Medical Image Stacks Sohini Roychowdhury 35 1 0 05 Apr 2023
Ensemble Methods for Multi-Organ Segmentation in CT Series L. Crespi P. Roncaglioni D. Dei C. Franzese N. Lambri Daniele Loiacono P. Mancosu M. Scorsetti 17 0 0 31 Mar 2023
Radio astronomical images object detection and segmentation: A benchmark on deep learning methods Renato Sortino D. Magro G. Fiameni E. Sciacca S. Riggi ... A. Hopkins F. Bufano F. Schillirò C. Bordiu C. Pino 28 8 0 08 Mar 2023
FUSQA: Fetal Ultrasound Segmentation Quality Assessment Sevim Cengiz Ibrahim Almakk Mohammad Yaqub 24 0 0 08 Mar 2023
Multi-Modal Evaluation Approach for Medical Image Segmentation Seyed Mohammad Reza Modaresi A. Osmani Mohammadreza Razzazi A. Chibani 60 1 0 08 Feb 2023
Leveraging weak complementary labels to improve semantic segmentation of hepatocellular carcinoma and cholangiocarcinoma in H&E-stained slides Miriam Hagele Johannes Eschrich Lukas Ruff Maximilian Alber S. Schallenberg A. Guillot C. Roderburg F. Tacke Frederick Klauschen 18 0 0 03 Feb 2023