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Multi-Layer Pseudo-Supervision for Histopathology Tissue Semantic
  Segmentation using Patch-level Classification Labels

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
ArXivPDFHTML

Papers citing "Multi-Layer Pseudo-Supervision for Histopathology Tissue Semantic Segmentation using Patch-level Classification Labels"

32 / 32 papers shown
Title
UniBiomed: A Universal Foundation Model for Grounded Biomedical Image Interpretation
UniBiomed: A Universal Foundation Model for Grounded Biomedical Image Interpretation
Linshan Wu
Yuxiang Nie
Sunan He
Jiaxin Zhuang
Hao Chen
LM&MA
MedIm
68
0
0
30 Apr 2025
PathSegDiff: Pathology Segmentation using Diffusion model representations
PathSegDiff: Pathology Segmentation using Diffusion model representations
Sachin Kumar Danisetty
Alexandros Graikos
Srikar Yellapragada
Dimitris Samaras
MedIm
19
0
0
09 Apr 2025
Towards Computation- and Communication-efficient Computational Pathology
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
38
0
0
03 Apr 2025
How Good is my Histopathology Vision-Language Foundation Model? A Holistic Benchmark
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
58
0
0
17 Mar 2025
Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation
Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation
Qingchen Tang
Lei Fan
M. Pagnucco
Yang Song
VLM
48
0
0
15 Mar 2025
Leveraging Vision-Language Embeddings for Zero-Shot Learning in Histopathology Images
M. Rahaman
Ewan K. A. Millar
Erik H. W. Meijering
VLM
56
0
0
13 Mar 2025
PathoPainter: Augmenting Histopathology Segmentation via Tumor-aware Inpainting
Hong Liu
Haosen Yang
Evi M. C. Huijben
Mark Schuiveling
Ruisheng Su
J. Pluim
M. Veta
MedIm
48
0
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
66
0
0
03 Mar 2025
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency Regularization
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency Regularization
Zijie Fang
Yifeng Wang
Peizhang Xie
Zhi Wang
Yongbing Zhang
34
0
0
31 Dec 2024
From Few to More: Scribble-based Medical Image Segmentation via Masked
  Context Modeling and Continuous Pseudo Labels
From Few to More: Scribble-based Medical Image Segmentation via Masked Context Modeling and Continuous Pseudo Labels
Zhisong Wang
Yiwen Ye
Ziyang Chen
Minglei Shu
Yong Xia
21
0
0
23 Aug 2024
Enhancing Weakly-Supervised Histopathology Image Segmentation with
  Knowledge Distillation on MIL-Based Pseudo-Labels
Enhancing Weakly-Supervised Histopathology Image Segmentation with Knowledge Distillation on MIL-Based Pseudo-Labels
Yinsheng He
Xingyu Li
Roger J. Zemp
VLM
33
0
0
14 Jul 2024
Competing for pixels: a self-play algorithm for weakly-supervised
  segmentation
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
46
0
0
26 May 2024
VLM-CPL: Consensus Pseudo Labels from Vision-Language Models for Human
  Annotation-Free Pathological Image Classification
VLM-CPL: Consensus Pseudo Labels from Vision-Language Models for Human Annotation-Free Pathological Image Classification
Lanfeng Zhong
Xin Liao
Shaoting Zhang
Xiaofan Zhang
Guotai Wang
VLM
16
4
0
23 Mar 2024
WSI-SAM: Multi-resolution Segment Anything Model (SAM) for
  histopathology whole-slide images
WSI-SAM: Multi-resolution Segment Anything Model (SAM) for histopathology whole-slide images
Hong Liu
Haosen Yang
P. Diest
J. Pluim
M. Veta
VLM
27
6
0
14 Mar 2024
HistoSegCap: Capsules for Weakly-Supervised Semantic Segmentation of
  Histological Tissue Type in Whole Slide Images
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
11
0
0
16 Feb 2024
Benchmarking PathCLIP for Pathology Image Analysis
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
24
6
0
05 Jan 2024
CLIP in Medical Imaging: A Comprehensive Survey
CLIP in Medical Imaging: A Comprehensive Survey
Zihao Zhao
Yuxiao Liu
Han Wu
Yonghao Li
Sheng Wang
L. Teng
Disheng Liu
Zhiming Cui
Qian Wang
Dinggang Shen
CLIP
MedIm
LM&MA
VLM
21
43
0
12 Dec 2023
BroadCAM: Outcome-agnostic Class Activation Mapping for Small-scale
  Weakly Supervised Applications
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
22
1
0
07 Sep 2023
Boundary-RL: Reinforcement Learning for Weakly-Supervised Prostate
  Segmentation in TRUS Images
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
15
3
0
22 Aug 2023
CVFC: Attention-Based Cross-View Feature Consistency for Weakly
  Supervised Semantic Segmentation of Pathology Images
CVFC: Attention-Based Cross-View Feature Consistency for Weakly Supervised Semantic Segmentation of Pathology Images
Liangrui Pan
Lian-min Wang
Zhichao Feng
Liwen Xu
Shaoliang Peng
31
2
0
21 Aug 2023
UM-CAM: Uncertainty-weighted Multi-resolution Class Activation Maps for
  Weakly-supervised Fetal Brain Segmentation
UM-CAM: Uncertainty-weighted Multi-resolution Class Activation Maps for Weakly-supervised Fetal Brain Segmentation
Jia Fu
Tao Lu
Shaoting Zhang
Guotai Wang
MedIm
13
2
0
20 Jun 2023
FedDBL: Communication and Data Efficient Federated Deep-Broad Learning
  for Histopathological Tissue Classification
FedDBL: Communication and Data Efficient Federated Deep-Broad Learning for Histopathological Tissue Classification
Tianpeng Deng
Yanqi Huang
Guoqiang Han
Zhenwei Shi
Jiatai Lin
Qianming Dou
Zaiyi Liu
Xiaohui Guo
Xin Chen
Chu Han
FedML
40
6
0
24 Feb 2023
Weakly Supervised Joint Whole-Slide Segmentation and Classification in
  Prostate Cancer
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
14
17
0
07 Jan 2023
Contrastive Centroid Supervision Alleviates Domain Shift in Medical
  Image Classification
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
26
1
0
31 May 2022
Preparing data for pathological artificial intelligence with
  clinical-grade performance
Preparing data for pathological artificial intelligence with clinical-grade performance
Yuanqing Yang
K. Sun
Yanhua Gao
Kuang-Heng Wang
Gang Yu
OOD
17
1
0
22 May 2022
WSSS4LUAD: Grand Challenge on Weakly-supervised Tissue Semantic
  Segmentation for Lung Adenocarcinoma
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
10
26
0
13 Apr 2022
WeGleNet: A Weakly-Supervised Convolutional Neural Network for the
  Semantic Segmentation of Gleason Grades in Prostate Histology Images
WeGleNet: A Weakly-Supervised Convolutional Neural Network for the Semantic Segmentation of Gleason Grades in Prostate Histology Images
Julio Silva-Rodríguez
Adrián Colomer
Valery Naranjo
16
42
0
21 May 2021
SelfMatch: Combining Contrastive Self-Supervision and Consistency for
  Semi-Supervised Learning
SelfMatch: Combining Contrastive Self-Supervision and Consistency for Semi-Supervised Learning
Byoungjip Kim
Jinho Choo
Yeong-Dae Kwon
Seongho Joe
Seungjai Min
Youngjune Gwon
SSL
19
52
0
16 Jan 2021
Improving Workflow Integration with xPath: Design and Evaluation of a
  Human-AI Diagnosis System in Pathology
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
9
28
0
23 Jun 2020
Learning Pixel-level Semantic Affinity with Image-level Supervision for
  Weakly Supervised Semantic Segmentation
Learning Pixel-level Semantic Affinity with Image-level Supervision for Weakly Supervised Semantic Segmentation
Jiwoon Ahn
Suha Kwak
213
739
0
28 Mar 2018
Mean teachers are better role models: Weight-averaged consistency
  targets improve semi-supervised deep learning results
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results
Antti Tarvainen
Harri Valpola
OOD
MoMe
244
1,279
0
06 Mar 2017
Wider or Deeper: Revisiting the ResNet Model for Visual Recognition
Wider or Deeper: Revisiting the ResNet Model for Visual Recognition
Zifeng Wu
Chunhua Shen
A. Hengel
SSeg
243
1,476
0
30 Nov 2016
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