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2110.08048
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Multi-Layer Pseudo-Supervision for Histopathology Tissue Semantic Segmentation using Patch-level Classification Labels
14 October 2021
Chu Han
Jiatai Lin
Jinhai Mai
Yi Wang
Qingling Zhang
Bingchao Zhao
Xin Chen
Xipeng Pan
Zhenwei Shi
Xiaowei Xu
Su Yao
Lixu Yan
Huan Lin
Zeyan Xu
Xiaomei Huang
Guoqiang Han
Chang-xiu Liang
Zaiyi Liu
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Papers citing
"Multi-Layer Pseudo-Supervision for Histopathology Tissue Semantic Segmentation using Patch-level Classification Labels"
29 / 29 papers shown
LPD: Learnable Prototypes with Diversity Regularization for Weakly Supervised Histopathology Segmentation
Khang Le
Anh Mai Vu
Thi Kim Trang Vo
Ha Thach
Ngoc Bui Lam Quang
T. Nguyen
Minh H. N. Le
Zhu Han
Chandra Mohan
Hien Nguyen
58
2
0
05 Dec 2025
Multimodal Prototype Alignment for Semi-supervised Pathology Image Segmentation
Mingxi Fu
Fanglei Fu
Xitong Ling
Huaitian Yuan
Tian Guan
Yonghong He
Lianghui Zhu
164
0
0
27 Aug 2025
UniBiomed: A Universal Foundation Model for Grounded Biomedical Image Interpretation
Linshan Wu
Yuxiang Nie
Sunan He
Jiaxin Zhuang
Hao Chen
...
Hao Chen
Ronald Cheong Kin Chan
Yifan Peng
Pranav Rajpurkar
Hao Chen
LM&MA
MedIm
734
9
0
30 Apr 2025
PathSegDiff: Pathology Segmentation using Diffusion model representations
Sachin Kumar Danisetty
Alexandros Graikos
Srikar Yellapragada
Dimitris Samaras
MedIm
232
3
0
09 Apr 2025
Towards Computation- and Communication-efficient Computational Pathology
Chu Han
Bingchao Zhao
Jiatai Lin
Shanshan Lyu
Longfei Wang
...
C. Liang
Hannah Y. Wen
Xiaojing Guo
Zhenwei Shi
Zaiyi Liu
MedIm
384
1
0
03 Apr 2025
How Good is my Histopathology Vision-Language Foundation Model? A Holistic Benchmark
Roba Al Majzoub
H. Malik
Muzammal Naseer
Zaigham Zaheer
Tariq Mahmood
Salman Khan
Fahad A Khan
VLM
400
3
0
17 Mar 2025
Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation
Computer Vision and Pattern Recognition (CVPR), 2025
Qingchen Tang
Lei Fan
Maurice Pagnucco
Yang Song
VLM
432
16
0
15 Mar 2025
Leveraging Vision-Language Embeddings for Zero-Shot Learning in Histopathology Images
IEEE journal of biomedical and health informatics (JBHI), 2025
M. Rahaman
Ewan K. A. Millar
Erik H. W. Meijering
VLM
359
4
0
13 Mar 2025
PathoPainter: Augmenting Histopathology Segmentation via Tumor-aware Inpainting
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
Hong Liu
Haosen Yang
Evi M. C. Huijben
Mark Schuiveling
Ruisheng Su
J. Pluim
M. Veta
MedIm
375
3
0
06 Mar 2025
Open-source framework for detecting bias and overfitting for large pathology images
Anders Sildnes
N. Shvetsov
M. Tafavvoghi
Vi Ngoc-Nha Tran
Kajsa Møllersen
Lill-ToveRasmussen Busund
Thomas K. Kilvær
L. A. Bongo
VLM
269
2
0
03 Mar 2025
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency Regularization
IEEE Transactions on Medical Imaging (IEEE TMI), 2024
Zijie Fang
Yifeng Wang
Peizhang Xie
Zhi Wang
Yongbing Zhang
568
8
0
31 Dec 2024
From Few to More: Scribble-based Medical Image Segmentation via Masked Context Modeling and Continuous Pseudo Labels
IEEE journal of biomedical and health informatics (IEEE JBHI), 2024
Zhisong Wang
Yiwen Ye
Ziyang Chen
Minglei Shu
Yanning Zhang
Yong-quan Xia
374
5
0
23 Aug 2024
Enhancing Weakly-Supervised Histopathology Image Segmentation with Knowledge Distillation on MIL-Based Pseudo-Labels
Yinsheng He
Xingyu Li
Roger J. Zemp
VLM
386
1
0
14 Jul 2024
Competing for pixels: a self-play algorithm for weakly-supervised segmentation
Shaheer U. Saeed
Shiqi Huang
João Ramalhinho
Iani J. M. B. Gayo
Nina Montaña-Brown
...
Stephen P. Pereira
Brian R. Davidson
D. Barratt
Matthew J. Clarkson
Yipeng Hu
339
0
0
26 May 2024
VLM-CPL: Consensus Pseudo Labels from Vision-Language Models for Annotation-Free Pathological Image Classification
IEEE Transactions on Medical Imaging (IEEE TMI), 2024
Lanfeng Zhong
Xin Liao
Shaoting Zhang
Xiaofan Zhang
Shichuan Zhang
Guotai Wang
Shaoting Zhang
VLM
487
5
0
23 Mar 2024
WSI-SAM: Multi-resolution Segment Anything Model (SAM) for histopathology whole-slide images
Hong Liu
Haosen Yang
P. Diest
J. Pluim
M. Veta
VLM
315
15
0
14 Mar 2024
HistoSegCap: Capsules for Weakly-Supervised Semantic Segmentation of Histological Tissue Type in Whole Slide Images
Mobina Mansoori
Sajjad Shahabodini
J. Abouei
Arash Mohammadi
Konstantinos N. Plataniotis
179
0
0
16 Feb 2024
Benchmarking PathCLIP for Pathology Image Analysis
Sunyi Zheng
Xiaonan Cui
Yuxuan Sun
Jingxiong Li
Honglin Li
Yunlong Zhang
Pingyi Chen
Xueping Jing
Zhaoxiang Ye
Lin Yang
VLM
257
14
0
05 Jan 2024
CLIP in Medical Imaging: A Comprehensive Survey
Medical Image Analysis (MIA), 2023
Zihao Zhao
Yuxiao Liu
Han Wu
Yonghao Li
Sheng Wang
L. Teng
Disheng Liu
Zhiming Cui
Qian Wang
Hongtu Zhu
CLIP
MedIm
LM&MA
VLM
657
43
0
12 Dec 2023
BroadCAM: Outcome-agnostic Class Activation Mapping for Small-scale Weakly Supervised Applications
Jiatai Lin
Guoqiang Han
Xuemiao Xu
C. Liang
T. Wong
C. L. P. Chen
Zaiyi Liu
Chu Han
VLM
302
1
0
07 Sep 2023
Boundary-RL: Reinforcement Learning for Weakly-Supervised Prostate Segmentation in TRUS Images
Wei Yi
V. Stavrinides
Zachary Michael Cieman Baum
Qianye Yang
D. Barratt
Matthew J. Clarkson
Yipeng Hu
Shaheer U. Saeed
214
5
0
22 Aug 2023
CVFC: Attention-Based Cross-View Feature Consistency for Weakly Supervised Semantic Segmentation of Pathology Images
IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2023
Liangrui Pan
Lian-min Wang
Zhichao Feng
Liwen Xu
Shaoliang Peng
258
3
0
21 Aug 2023
UM-CAM: Uncertainty-weighted Multi-resolution Class Activation Maps for Weakly-supervised Fetal Brain Segmentation
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023
Jia Fu
Ankit Dhiman
Shaoting Zhang
Guotai Wang
MedIm
271
7
0
20 Jun 2023
FedDBL: Communication and Data Efficient Federated Deep-Broad Learning for Histopathological Tissue Classification
IEEE Transactions on Cybernetics (IEEE Trans. Cybern.), 2023
Tianpeng Deng
Yanqi Huang
Guoqiang Han
Zhenwei Shi
Jiatai Lin
Qianming Dou
Zaiyi Liu
Xiaohui Guo
Xin Chen
Chu Han
FedML
337
16
0
24 Feb 2023
Weakly Supervised Joint Whole-Slide Segmentation and Classification in Prostate Cancer
Pushpak Pati
Guillaume Jaume
Zeineb Ayadi
Kevin Thandiackal
Behzad Bozorgtabar
M. Gabrani
O. Goksel
187
31
0
07 Jan 2023
Contrastive Centroid Supervision Alleviates Domain Shift in Medical Image Classification
Wenshuo Zhou
Dalu Yang
Binghong Wu
Yehui Yang
Junde Wu
Xiaorong Wang
Lei Wang
Haifeng Huang
Yanwu Xu
OOD
175
1
0
31 May 2022
Preparing data for pathological artificial intelligence with clinical-grade performance
Yuanqing Yang
K. Sun
Yanhua Gao
Kuang-Heng Wang
Gang Yu
OOD
181
1
0
22 May 2022
WSSS4LUAD: Grand Challenge on Weakly-supervised Tissue Semantic Segmentation for Lung Adenocarcinoma
Chu Han
Xipeng Pan
Lixu Yan
Huan Lin
Bingbing Li
...
Chengda Lu
Xin Chen
C. Liang
Qingling Zhang
Zaiyi Liu
330
47
0
13 Apr 2022
Improving Workflow Integration with xPath: Design and Evaluation of a Human-AI Diagnosis System in Pathology
H. Gu
Yuan Liang
Yifan Xu
Christopher Kazu Williams
S. Magaki
...
Wenzhong Yan
X. R. Zhang
Yang Li
Mohammad Haeri
Xiang Ánthony' Chen
419
42
0
23 Jun 2020
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