Beyond Pixel-Wise Supervision for Medical Image Segmentation: From Traditional Models to Foundation Models

20 April 2024

Yuyan Shi

Papers citing "Beyond Pixel-Wise Supervision for Medical Image Segmentation: From Traditional Models to Foundation Models"

28 / 28 papers shown

Title
A Flow-based Truncated Denoising Diffusion Model for Super-resolution Magnetic Resonance Spectroscopic Imaging Siyuan Dong Zhuotong Cai G. Hangel W. Bogner G. Widhalm ... Amit Mahajan Amin Karbasi J. Onofrey Robin A. de Graaf James S. Duncan DiffM MedIm 63 12 0 25 Oct 2024
How to Efficiently Annotate Images for Best-Performing Deep Learning Based Segmentation Models: An Empirical Study with Weak and Noisy Annotations and Segment Anything Model Yixin Zhang Shen Zhao Han Gu Maciej A. Mazurowski VLM 80 4 0 17 Dec 2023
Segment Anything Model-guided Collaborative Learning Network for Scribble-supervised Polyp Segmentation Yiming Zhao Tao Zhou Yunqi Gu Yi Zhou Yizhe Zhang Ye Wu Huazhu Fu MedIm 23 2 0 01 Dec 2023
SegVol: Universal and Interactive Volumetric Medical Image Segmentation Yuxin Du Fan Bai Tiejun Huang Bo Zhao VLM 70 40 0 22 Nov 2023
Leveraging point annotations in segmentation learning with boundary loss Eva Breznik H. Kervadec F. Malmberg J. Kullberg Haakan Ahlstrom Marleen de Bruijne Robin Strand 57 1 0 06 Nov 2023
Weakly-Supervised Semantic Segmentation with Image-Level Labels: from Traditional Models to Foundation Models Zhaozheng Chen Qianru Sun VLM 72 8 0 19 Oct 2023
Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few Exemplars W. Feng Lingting Zhu Lequan Yu MedIm 36 19 0 27 Aug 2023
Foundational Models Defining a New Era in Vision: A Survey and Outlook Muhammad Awais Muzammal Naseer Salman Khan Rao Muhammad Anwer Hisham Cholakkal M. Shah Ming-Hsuan Yang Fahad Shahbaz Khan VLM 103 123 0 25 Jul 2023
$$\mathrm{SAM^{Med}}$: A medical image annotation framework based on large vision model$ $\mathrm{SAM^{Med}}$ : A medical image annotation framework based on large vision model Chenglong Wang Dexuan Li Sucheng Wang Chengxiu Zhang Yida Wang Yun-Hui Liu Guang Yang VLM MedIm 51 19 0 11 Jul 2023
SAMM (Segment Any Medical Model): A 3D Slicer Integration to SAM Yihao Liu Jiaming Zhang Zhangcong She Amir Kheradmand Mehran Armand VLM 28 40 0 12 Apr 2023
Learning with Limited Annotations: A Survey on Deep Semi-Supervised Learning for Medical Image Segmentation Rushi Jiao Yichi Zhang Leiting Ding Rong Cai Jicong Zhang 40 154 0 28 Jul 2022
nnFormer: Interleaved Transformer for Volumetric Segmentation Hong-Yu Zhou J. Guo Yinghao Zhang Lequan Yu Liansheng Wang Yizhou Yu ViT MedIm 57 320 0 07 Sep 2021
A Mixed-Supervision Multilevel GAN Framework for Image Quality Enhancement Uddeshya Upadhyay Suyash P. Awate GAN MedIm 32 21 0 29 Jun 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 235 10,099 0 17 Jun 2021
The Medical Segmentation Decathlon Michela Antonelli Annika Reinke Spyridon Bakas Keyvan Farahani AnnetteKopp-Schneider ... Zhanwei Xu Yefeng Zheng Amber L. Simpson Lena Maier-Hein M. Jorge Cardoso OOD 86 974 0 10 Jun 2021
Automatic CT Segmentation from Bounding Box Annotations using Convolutional Neural Networks Yuanpeng Liu Qinglei Hui Zhiyi Peng S. Gong D. Kong 28 4 0 29 May 2021
CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation Yutong Xie Jianpeng Zhang Chunhua Shen Yong-quan Xia ViT MedIm 64 496 0 04 Mar 2021
Going to Extremes: Weakly Supervised Medical Image Segmentation H. Roth Ke Wang Ziyue Xu Xiaosong Wang Daguang Xu 27 61 0 25 Sep 2020
Scribble-based Domain Adaptation via Co-segmentation Reuben Dorent Samuel Joutard J. Shapey Sotirios Bisdas N. Kitchen R. Bradford S. Saeed Marc Modat Sebastien Ourselin Tom Vercauteren OOD 35 47 0 07 Jul 2020
Scribble2Label: Scribble-Supervised Cell Segmentation via Self-Generating Pseudo-Labels with Consistency Hyeonsoo Lee Won-Ki Jeong 50 113 0 23 Jun 2020
CHAOS Challenge -- Combined (CT-MR) Healthy Abdominal Organ Segmentation A. Emre Kavur N. Gezer M. Baris Sinem Aslan Pierre-Henri Conze ... Klaus H. Maier-Hein G. Akar Gözde B. Ünal O. Dicle M. Alper Selver 78 613 0 17 Jan 2020
UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 92 2,604 0 11 Dec 2019
The state of the art in kidney and kidney tumor segmentation in contrast-enhanced CT imaging: Results of the KiTS19 Challenge N. Heller Fabian Isensee Klaus H. Maier-Hein X. Hou Chunmei Xie ... S. Peterson A. Kalapara N. Sathianathen Nikolaos Papanikolopoulos C. Weight 49 483 0 02 Dec 2019
Deep High-Resolution Representation Learning for Visual Recognition Jingdong Wang Ke Sun Tianheng Cheng Borui Jiang Chaorui Deng ... Yadong Mu Mingkui Tan Xinggang Wang Wenyu Liu Bin Xiao 302 3,572 0 20 Aug 2019
The Liver Tumor Segmentation Benchmark (LiTS) Patrick Bilic P. Christ Hongwei Bran Li Eugene Vorontsov Avi Ben-Cohen ... L. Soler Bram van Ginneken H. Greenspan Leo Joskowicz Bjoern Menze 79 1,009 0 13 Jan 2019
Interactive Medical Image Segmentation using Deep Learning with Image-specific Fine-tuning Guotai Wang Wenqi Li Maria A. Zuluaga R. Pratt P. Patel ... T. Doel A. David Jan Deprest Sebastien Ourselin Tom Vercauteren 71 689 0 11 Oct 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 555 10,726 0 19 Feb 2017
Learning Deep Features for Discriminative Localization Bolei Zhou A. Khosla Àgata Lapedriza A. Oliva Antonio Torralba SSL SSeg FAtt 170 9,280 0 14 Dec 2015