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2505.18958
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CDPDNet: Integrating Text Guidance with Hybrid Vision Encoders for Medical Image Segmentation
25 May 2025
Jiong Wu
Yang Xing
Boxiao Yu
Wei Shao
Kuang Gong
MedIm
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Papers citing
"CDPDNet: Integrating Text Guidance with Hybrid Vision Encoders for Medical Image Segmentation"
31 / 31 papers shown
Towards General Purpose Vision Foundation Models for Medical Image Analysis: An Experimental Study of DINOv2 on Radiology Benchmarks
Mohammed Baharoon
Waseem Qureshi
J. Ouyang
Yanwu Xu
Abdulrhman Aljouie
Wei Peng
MedIm
AI4CE
326
5
0
04 Dec 2023
Unsupervised Object Localization in the Era of Self-Supervised ViTs: A Survey
Oriane Siméoni
Éloi Zablocki
Spyros Gidaris
Gilles Puy
Patrick Pérez
329
17
0
19 Oct 2023
Unleashing the Strengths of Unlabeled Data in Pan-cancer Abdominal Organ Quantification: the FLARE22 Challenge
Jun Ma
Yu Zhang
Song Gu
Cheng Ge
Shih-Ya Ma
...
Qiongjie Zhu
Guoqiang Dong
Jian He
the Flare Challenge Consortium
Bohui Wang
193
82
0
10 Aug 2023
DINOv2: Learning Robust Visual Features without Supervision
Maxime Oquab
Timothée Darcet
Théo Moutakanni
Huy Q. Vo
Marc Szafraniec
...
Edouard Grave
Julien Mairal
Patrick Labatut
Armand Joulin
Piotr Bojanowski
VLM
CLIP
SSL
1.1K
6,130
0
14 Apr 2023
UniSeg: A Prompt-driven Universal Segmentation Model as well as A Strong Representation Learner
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023
Yiwen Ye
Yutong Xie
Jianpeng Zhang
Ziyang Chen
Yong-quan Xia
SSL
214
67
0
07 Apr 2023
Cut and Learn for Unsupervised Object Detection and Instance Segmentation
Computer Vision and Pattern Recognition (CVPR), 2023
Xudong Wang
Rohit Girdhar
Stella X. Yu
Ishan Misra
VLM
299
237
0
26 Jan 2023
CLIP-Driven Universal Model for Organ Segmentation and Tumor Detection
IEEE International Conference on Computer Vision (ICCV), 2023
Jie Liu
Yixiao Zhang
Jieneng Chen
Junfei Xiao
Yongyi Lu
Bennett A. Landman
Yixuan Yuan
Alan Yuille
Yucheng Tang
Zongwei Zhou
VLM
MedIm
577
297
0
02 Jan 2023
Learning from partially labeled data for multi-organ and tumor segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Yutong Xie
Jianpeng Zhang
Yong-quan Xia
Chunhua Shen
MedIm
ViT
190
37
0
13 Nov 2022
TokenCut: Segmenting Objects in Images and Videos with Self-supervised Transformer and Normalized Cut
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Yangtao Wang
Xiaoke Shen
Yuan. Yuan
Yuming Du
Maomao Li
S. Hu
James L. Crowley
Dominique Vaufreydaz
VOS
ViT
602
126
0
01 Sep 2022
AMOS: A Large-Scale Abdominal Multi-Organ Benchmark for Versatile Medical Image Segmentation
Neural Information Processing Systems (NeurIPS), 2022
Yuanfeng Ji
Haotian Bai
Jie Yang
Chongjian Ge
Ye Zhu
...
Zhuguo Li
Lingyan Zhang
Wanling Ma
Xiang Wan
Ping Luo
OOD
326
443
0
16 Jun 2022
Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images
Ali Hatamizadeh
V. Nath
Yucheng Tang
Dong Yang
H. Roth
Daguang Xu
ViT
MedIm
457
1,796
0
04 Jan 2022
Learn2Reg: comprehensive multi-task medical image registration challenge, dataset and evaluation in the era of deep learning
Alessa Hering
Christoph Großbröhmer
Tony C. W. Mok
Albert C. S. Chung
H. Siebert
...
K. Murphy
Nikolas Lessmann
Bram van Ginneken
Adrian Dalca
M. Heinrich
319
248
0
08 Dec 2021
WORD: A large scale dataset, benchmark and clinical applicable study for abdominal organ segmentation from CT image
Xiangde Luo
Wenjun Liao
Jianghong Xiao
Jieneng Chen
Tao Song
Xiaofan Zhang
Kang Li
Dimitris N. Metaxas
Guotai Wang
Shaoting Zhang
345
167
0
03 Nov 2021
The Medical Segmentation Decathlon
Nature Communications (Nat Commun), 2021
Michela Antonelli
Annika Reinke
Spyridon Bakas
Keyvan Farahani
AnnetteKopp-Schneider
...
Zhanwei Xu
Yefeng Zheng
Amber L. Simpson
Lena Maier-Hein
M. Jorge Cardoso
OOD
344
1,273
0
10 Jun 2021
Emerging Properties in Self-Supervised Vision Transformers
IEEE International Conference on Computer Vision (ICCV), 2021
Mathilde Caron
Hugo Touvron
Ishan Misra
Edouard Grave
Julien Mairal
Piotr Bojanowski
Armand Joulin
2.0K
7,967
0
29 Apr 2021
Learning Transferable Visual Models From Natural Language Supervision
International Conference on Machine Learning (ICML), 2021
Alec Radford
Jong Wook Kim
Chris Hallacy
Aditya A. Ramesh
Gabriel Goh
...
Amanda Askell
Pamela Mishkin
Jack Clark
Gretchen Krueger
Ilya Sutskever
CLIP
VLM
2.0K
42,087
0
26 Feb 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
499
4,880
0
08 Feb 2021
DoDNet: Learning to segment multi-organ and tumors from multiple partially labeled datasets
Computer Vision and Pattern Recognition (CVPR), 2020
Jianpeng Zhang
Yutong Xie
Yong-quan Xia
Chunhua Shen
356
187
0
20 Nov 2020
AbdomenCT-1K: Is Abdominal Organ Segmentation A Solved Problem?
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020
Jun Ma
Yao Zhang
Song Gu
Cheng Zhu
Cheng Ge
...
Shangqing Liu
Yunpeng Wang
Yuhui Li
Jian He
Xiaoping Yang
SSeg
OOD
466
428
0
28 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
1.4K
55,775
0
22 Oct 2020
Multi-organ Segmentation via Co-training Weight-averaged Models from Few-organ Datasets
Rui Huang
Yuanjie Zheng
Zhiqiang Hu
Shaoting Zhang
Jiaming Song
175
59
0
17 Aug 2020
Marginal loss and exclusion loss for partially supervised multi-organ segmentation
Gonglei Shia
Li Xiaoa
Yang Chenb
Kevin Zhou
177
13
0
08 Jul 2020
Multi-organ Segmentation over Partially Labeled Datasets with Multi-scale Feature Abstraction
IEEE Transactions on Medical Imaging (TMI), 2020
Xi Fang
Pingkun Yan
SSeg
230
204
0
01 Jan 2020
Prior-aware Neural Network for Partially-Supervised Multi-Organ Segmentation
Yuyin Zhou
Zhe Li
S. Bai
Chong Wang
Xinlei Chen
Mei Han
Elliot K. Fishman
Alan Yuille
284
192
0
12 Apr 2019
Med3D: Transfer Learning for 3D Medical Image Analysis
Sihong Chen
Kai Ma
Yefeng Zheng
MedIm
481
587
0
01 Apr 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
581
1,280
0
13 Jan 2019
UNet++: A Nested U-Net Architecture for Medical Image Segmentation
Zongwei Zhou
M. R. Siddiquee
Nima Tajbakhsh
Jianming Liang
SSeg
1.2K
7,870
0
18 Jul 2018
Multi-Scale Coarse-to-Fine Segmentation for Screening Pancreatic Ductal Adenocarcinoma
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2018
Zhuotun Zhu
Yingda Xia
Lingxi Xie
Elliot K. Fishman
Alan Yuille
MedIm
230
105
0
09 Jul 2018
Crossbar-Net: A Novel Convolutional Network for Kidney Tumor Segmentation in CT Images
Qian Yu
Yinghuan Shi
Jinquan Sun
Yang Gao
Yakang Dai
Jianbing Zhu
329
114
0
27 Apr 2018
Xception: Deep Learning with Depthwise Separable Convolutions
Computer Vision and Pattern Recognition (CVPR), 2016
François Chollet
MDE
BDL
PINN
3.0K
16,776
0
07 Oct 2016
DeepOrgan: Multi-level Deep Convolutional Networks for Automated Pancreas Segmentation
H. Roth
Le Lu
A. Farag
Hoo-Chang Shin
Jiamin Liu
E. Turkbey
Ronald M. Summers
SSeg
MedIm
214
815
0
22 Jun 2015
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