CAMEL: A Weakly Supervised Learning Framework for Histopathology Image Segmentation

IEEE International Conference on Computer Vision (ICCV), 2019

28 August 2019

Papers citing "CAMEL: A Weakly Supervised Learning Framework for Histopathology Image Segmentation"

50 / 69 papers shown

Title
Learning from the Right Patches: A Two-Stage Wavelet-Driven Masked Autoencoder for Histopathology Representation Learning Raneen Younis Louay Hamdi Lukas Chavez Zahra Ahmadi MedIm 103 0 0 10 Nov 2025
Multiple Instance Learning Framework with Masked Hard Instance Mining for Gigapixel Histopathology Image Analysis Wenhao Tang Sheng Huang Heng Fang F. Zhou Bo Liu Qingshan Liu 126 1 0 15 Sep 2025
A Unified Low-level Foundation Model for Enhancing Pathology Image Quality Ziyi Liu Zhe Xu Jiabo Ma Wenqaing Li Junlin Hou Fuxiang Huang Xi Wang R. Chan T. Wong Hao Chen DiffM MedIm 107 0 0 01 Sep 2025
Object Recognition Datasets and Challenges: A Review Aria Salari Abtin Djavadifar Xiangrui Liu Homayoun Najjaran ObjD 142 68 0 30 Jul 2025
How Effective Can Dropout Be in Multiple Instance Learning ? Wenhui Zhu Peijie Qiu Xiwen Chen Zhangsihao Yang Aristeidis Sotiras Abolfazl Razi Yanjie Wang 317 2 0 21 Apr 2025
Weakly Semi-supervised Whole Slide Image Classification by Two-level Cross Consistency Supervision Linhao Qu Shiman Li Xiaoyuan Luo Shaolei Liu Qinhao Guo Manning Wang Zhijian Song 218 1 0 16 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 254 1 0 17 Mar 2025
MsaMIL-Net: An End-to-End Multi-Scale Aware Multiple Instance Learning Network for Efficient Whole Slide Image Classification Jiangping Wen Jinyu Wen Meie Fang 243 2 0 11 Mar 2025
PathoPainter: Augmenting Histopathology Segmentation via Tumor-aware InpaintingInternational 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 242 2 0 06 Mar 2025
SemiSAM+: Rethinking Semi-Supervised Medical Image Segmentation in the Era of Foundation Models Yichi Zhang Bohao Lv Le Xue Wenbo Zhang Yuchen Liu Yu Fu Yuan Cheng Yuan Qi VLM MedIm 276 5 0 28 Feb 2025
ViLa-MIL: Dual-scale Vision-Language Multiple Instance Learning for Whole Slide Image ClassificationComputer Vision and Pattern Recognition (CVPR), 2024 Jiangbo Shi Chen Li Tieliang Gong Yefeng Zheng Huazhu Fu VLM 532 34 0 12 Feb 2025
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency RegularizationIEEE Transactions on Medical Imaging (IEEE TMI), 2024 Zijie Fang Yifeng Wang Peizhang Xie Zhi Wang Yongbing Zhang 365 5 0 31 Dec 2024
CPath-Omni: A Unified Multimodal Foundation Model for Patch and Whole Slide Image Analysis in Computational PathologyComputer Vision and Pattern Recognition (CVPR), 2024 Yuxuan Sun Yixuan Si Chenglu Zhu Xuan Gong Jianchao Tan Pingyi Chen Ye Zhang Honglin Li Tao Lin Lin Yang VLM 221 0 0 16 Dec 2024
Efficient and Comprehensive Feature Extraction in Large Vision-Language Model for Pathology Analysis Shengxuming Zhang Weihan Li Tianhong Gao Jiacong Hu Haoming Luo Xiuming Zhang Jing Zhang Weilong Dai Zunlei Feng LM&MA 433 0 0 12 Dec 2024
Aligning Knowledge Concepts to Whole Slide Images for Precise Histopathology Image Analysis Weiqin Zhao Ziyu Guo Yinshuang Fan Yuming Jiang Maximus C. F. Yeung Lequan Yu 393 9 0 27 Nov 2024
Sli2Vol+: Segmenting 3D Medical Images Based on an Object Estimation Guided Correspondence Flow NetworkIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Delin An Pengfei Gu Milan Sonka Chaoli Wang Benlin Liu 236 3 0 21 Nov 2024
Distilling High Diagnostic Value Patches for Whole Slide Image Classification Using Attention Mechanism Tianhang Nan Hao Quan Yong Ding Xingyu Li Kai Yang Xiaoyu Cui 185 0 0 29 Jul 2024
SAM-MIL: A Spatial Contextual Aware Multiple Instance Learning Approach for Whole Slide Image Classification Heng Fang Shengyue Huang Wenhao Tang Luwen Huangfu Bo Liu VLM 155 10 0 25 Jul 2024
Pathology-knowledge Enhanced Multi-instance Prompt Learning for Few-shot Whole Slide Image Classification Linhao Qu Dingkang Yang Dan Huang Qinhao Guo Rongkui Luo Shaoting Zhang Xiaosong Wang VLM 289 16 0 15 Jul 2024
Enhancing Label-efficient Medical Image Segmentation with Text-guided Diffusion Models Chun-Mei Feng MedIm DiffM 122 16 0 07 Jul 2024
DGR-MIL: Exploring Diverse Global Representation in Multiple Instance Learning for Whole Slide Image Classification Wenhui Zhu Xiwen Chen Peijie Qiu Aristeidis Sotiras Abolfazl Razi Yalin Wang 181 22 0 04 Jul 2024
Test-Time Generative Augmentation for Medical Image Segmentation Xiao Ma Yuhui Tao Yuhan Zhang Zexuan Ji Yizhe Zhang Qiang Chen MedIm 150 5 0 25 Jun 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 237 0 0 26 May 2024
Pathology-genomic fusion via biologically informed cross-modality graph learning for survival analysis Zeyu Zhang Yuanshen Zhao Jingxian Duan Yaou Liu Bingsheng Huang Dong Liang Zhenyu Zhang Zhicheng Li AI4CE 76 1 0 11 Apr 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 213 13 0 14 Mar 2024
Dynamic Graph Representation with Knowledge-aware Attention for Histopathology Whole Slide Image AnalysisComputer Vision and Pattern Recognition (CVPR), 2024 Jiawen Li Yuxuan Chen Hongbo Chu Qiehe Sun Tian Guan Anjia Han Yonghong He 153 71 0 12 Mar 2024
Generalizable Whole Slide Image Classification with Fine-Grained Visual-Semantic Interaction Hao Li Ying Chen Yifei Chen Wenxian Yang Bowen Ding Yuchen Han Liansheng Wang Rongshan Yu 201 29 0 29 Feb 2024
Feature Re-Embedding: Towards Foundation Model-Level Performance in Computational Pathology Wenhao Tang Fengtao Zhou Shengyue Huang Xiang Zhu Yi Zhang Bo Liu 281 60 0 27 Feb 2024
SC-MIL: Sparsely Coded Multiple Instance Learning for Whole Slide Image Classification Peijie Qiu Pan Xiao Wenhui Zhu Yalin Wang Aristeidis Sotiras 254 7 0 31 Oct 2023
CAMEL2: Enhancing weakly supervised learning for histopathology images by incorporating the significance ratioAdvanced Intelligent Systems (Adv. Intell. Syst.), 2023 Gang Xu Shuhao Wang Lingyu Zhao Xiao Chen Tongwei Wang ... Wei Ba Zhigang Song Huaiyin Shi Dingrong Zhong Jianpeng Ma 261 4 0 09 Oct 2023
Food Image Classification and Segmentation with Attention-based Multiple Instance LearningInternational Workshop on Semantic and Social Media Adaptation and Personalization (SSMAP), 2023 Valasia Vlachopoulou I. Sarafis Alexandros Papadopoulos 95 2 0 22 Aug 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 125 4 0 22 Aug 2023
PDL: Regularizing Multiple Instance Learning with Progressive Dropout Layers Wenjie Zhu Peijie Qiu Xiwen Chen Oana Dumitrascu Yalin Wang 197 8 0 19 Aug 2023
LaFiCMIL: Rethinking Large File Classification from the Perspective of Correlated Multiple Instance LearningInternational Conference on Applications of Natural Language to Data Bases (NLDB), 2023 Tiezhu Sun Weiguo Pian N. Daoudi Kevin Allix Tegawende F. Bissyande Jacques Klein 282 4 0 30 Jul 2023
Multiple Instance Learning Framework with Masked Hard Instance Mining for Whole Slide Image ClassificationIEEE International Conference on Computer Vision (ICCV), 2023 Wenhao Tang Sheng Huang Xiaoxian Zhang Fengtao Zhou Yi Zhang Bo Liu 274 70 0 28 Jul 2023
A Weakly Supervised Segmentation Network Embedding Cross-scale Attention Guidance and Noise-sensitive Constraint for Detecting Tertiary Lymphoid Structures of Pancreatic TumorsIEEE journal of biomedical and health informatics (IEEE JBHI), 2023 Bin Wang Liwen Zou Jun Chen Yingying Cao Z. Cai ... L. Mao Zhongqiu Wang Jingya Chen Luying Gui Xiaoping Yang 118 7 0 27 Jul 2023
The Whole Pathological Slide Classification via Weakly Supervised Learning Qiehe Sun Jiawen Li Jin Xu Junru Cheng Tian Guan Yonghong He 163 0 0 12 Jul 2023
HVTSurv: Hierarchical Vision Transformer for Patient-Level Survival Prediction from Whole Slide ImageAAAI Conference on Artificial Intelligence (AAAI), 2023 Zhucheng Shao Yang Chen Hao Bian Jian Zhang Guojun Liu Yongbing Zhang 143 35 0 30 Jun 2023
MedLSAM: Localize and Segment Anything Model for 3D CT Images Wenhui Lei Xu Wei Xiaofan Zhang Kang Li Shaoting Zhang MedIm 280 3 0 26 Jun 2023
Multimodal Optimal Transport-based Co-Attention Transformer with Global Structure Consistency for Survival PredictionIEEE International Conference on Computer Vision (ICCV), 2023 Yingxue Xu Hao Chen OffRL 188 92 0 14 Jun 2023
Multi-level Multiple Instance Learning with Transformer for Whole Slide Image Classification Rui-qi Zhang Qiaozheng Zhang Yingzhuang Liu Hao Xin Wenshu Fan Xinggang Wang ViT MedIm 302 16 0 08 Jun 2023
Cyclic Learning: Bridging Image-level Labels and Nuclei Instance SegmentationIEEE Transactions on Medical Imaging (TMI), 2023 Yang Zhou Yongjian Wu Zehao Wang Bingzheng Wei Maode Lai Jianzhong Shou Yubo Fan Yan Xu 162 17 0 05 Jun 2023
CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide ImagesInternational Conference on Learning Representations (ICLR), 2023 Olga Fourkioti Matt De Vries Chris Bakal 171 12 0 09 May 2023
Unsupervised Mutual Transformer Learning for Multi-Gigapixel Whole Slide Image Classification S. Javed Arif Mahmood Talha Qaiser J. Bingler Markus Leippold ViT MedIm 148 9 0 03 May 2023
Experts' cognition-driven safe noisy labels learning for precise segmentation of residual tumor in breast cancer Yongquan Yang Jie Chen Yani Wei Mohammad H. Alobaidi Hong Bu NoLa 297 1 0 13 Apr 2023
Interventional Bag Multi-Instance Learning On Whole-Slide Pathological ImagesComputer Vision and Pattern Recognition (CVPR), 2023 Tiancheng Lin Zhimiao Yu Hongyu Hu Yi Xu Changyi Chen 213 121 0 13 Mar 2023
Weakly-Supervised 3D Medical Image Segmentation using Geometric Prior and Contrastive SimilarityIEEE Transactions on Medical Imaging (TMI), 2023 H. Du Qihua Dong Yan Xu J. Liao 196 16 0 04 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 138 26 0 07 Jan 2023
Human-machine Interactive Tissue Prototype Learning for Label-efficient Histopathology Image SegmentationInformation Processing in Medical Imaging (IPMI), 2022 W. Pan Jiangpeng Yan Hanbo Chen Jiawei Yang Zhe Xu Xiu Li Jianhua Yao 130 15 0 26 Nov 2022
Multiple Instance Learning via Iterative Self-Paced Supervised Contrastive LearningComputer Vision and Pattern Recognition (CVPR), 2022 Kangning Liu Weicheng Zhu Yiqiu Shen Sheng Liu N. Razavian Krzysztof J. Geras C. Fernandez‐Granda SSL 261 34 0 17 Oct 2022