Unleashing the Potential of SAM for Medical Adaptation via Hierarchical Decoding

27 March 2024

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Papers citing "Unleashing the Potential of SAM for Medical Adaptation via Hierarchical Decoding"

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Title
Customized SAM 2 for Referring Remote Sensing Image Segmentation Fu Rong Meng Lan Qian Zhang Lefei Zhang 88 0 0 10 Mar 2025
Rapid Bone Scintigraphy Enhancement via Semantic Prior Distillation from Segment Anything Model Pengchen Liang Leijun Shi Huiping Yao Bin Pu Jianguo Chen ... Zheyu Chen Zhaozhao Xu Lite Xu Qing Chang Yiwei Li 112 0 0 04 Mar 2025
Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning Yiming Zhang Tianang Leng Kun Han Xiaohui Xie 99 19 0 31 Aug 2023
Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few Exemplars W. Feng Lingting Zhu Lequan Yu MedIm 53 21 0 27 Aug 2023
When SAM Meets Medical Images: An Investigation of Segment Anything Model (SAM) on Multi-phase Liver Tumor Segmentation Chuanfei Hu Tianyi Xia Shenghong Ju Xinde Li MedIm VLM 63 75 0 17 Apr 2023
SAMM (Segment Any Medical Model): A 3D Slicer Integration to SAM Yihao Liu Jiaming Zhang Zhangcong She Amir Kheradmand Mehran Armand VLM 64 40 0 12 Apr 2023
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation Reza Azad Moein Heidari M. Shariatnia Ehsan Khodapanah Aghdam Sanaz Karimijafarbigloo Ehsan Adeli Dorit Merhof ViT MedIm 73 97 0 01 Aug 2022
Vision Transformer Adapter for Dense Predictions Zhe Chen Yuchen Duan Wenhai Wang Junjun He Tong Lu Jifeng Dai Yu Qiao 136 567 0 17 May 2022
Exploring Smoothness and Class-Separation for Semi-supervised Medical Image Segmentation Yicheng Wu Zhonghua Wu Qianyi Wu Zongyuan Ge Jianfei Cai 100 144 0 02 Mar 2022
Masked-attention Mask Transformer for Universal Image Segmentation Bowen Cheng Ishan Misra Alex Schwing Alexander Kirillov Rohit Girdhar ISeg 255 2,379 0 02 Dec 2021
MISSFormer: An Effective Medical Image Segmentation Transformer Xiaohong Huang Zhifang Deng Dandan Li Xueguang Yuan ViT MedIm 136 184 0 15 Sep 2021
Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labels Jizong Peng Ping Wang Chrisitian Desrosiers M. Pedersoli SSL 62 65 0 29 Jul 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 490 10,496 0 17 Jun 2021
Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation Hu Cao Yueyue Wang Jieneng Chen Dongsheng Jiang Xiaopeng Zhang Qi Tian Manning Wang ViT MedIm 136 2,914 0 12 May 2021
Semi-supervised Left Atrium Segmentation with Mutual Consistency Training Yicheng Wu Minfeng Xu Z. Ge Jianfei Cai Lei Zhang 65 214 0 04 Mar 2021
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Jieneng Chen Yongyi Lu Qihang Yu Xiangde Luo Ehsan Adeli Yan Wang Le Lu Alan Yuille Yuyin Zhou ViT MedIm 98 3,497 0 08 Feb 2021
Efficient Semi-Supervised Gross Target Volume of Nasopharyngeal Carcinoma Segmentation via Uncertainty Rectified Pyramid Consistency Xiangde Luo Wenjun Liao Jieneng Chen Tao Song Yinan Chen Shichuan Zhang N. Chen Guotai Wang Shaoting Zhang 73 227 0 13 Dec 2020
Shape-aware Semi-supervised 3D Semantic Segmentation for Medical Images Shuailin Li Chuyu Zhang Xuming He 95 366 0 21 Jul 2020
Uncertainty-aware Self-ensembling Model for Semi-supervised 3D Left Atrium Segmentation Lequan Yu Shujun Wang Xuelong Li Chi-Wing Fu Pheng-Ann Heng UQCV 84 850 0 16 Jul 2019
ResUNet-a: a deep learning framework for semantic segmentation of remotely sensed data F. Diakogiannis F. Waldner P. Caccetta Chen Wu SSeg 122 1,330 0 01 Apr 2019
nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation Fabian Isensee Jens Petersen André Klein David Zimmerer Paul F. Jaeger ... Jakob Wasserthal Gregor Koehler T. Norajitra Sebastian J. Wirkert Klaus H. Maier-Hein SSeg 93 789 0 27 Sep 2018
UNet++: A Nested U-Net Architecture for Medical Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 105 6,162 0 18 Jul 2018
Semi-Supervised Multi-Organ Segmentation via Deep Multi-Planar Co-Training Yuyin Zhou Yan Wang Peng Tang S. Bai Wei Shen Elliot K. Fishman Alan Yuille 66 131 0 07 Apr 2018
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 238 8,716 0 15 Jun 2016