Task-specific Fine-tuning via Variational Information Bottleneck for Weakly-supervised Pathology Whole Slide Image Classification

15 March 2023

Yuxuan Sun

Papers citing "Task-specific Fine-tuning via Variational Information Bottleneck for Weakly-supervised Pathology Whole Slide Image Classification"

45 / 45 papers shown

Title
SimMIL: A Universal Weakly Supervised Pre-Training Framework for Multi-Instance Learning in Whole Slide Pathology Images Yicheng Song Tiancheng Lin Die Peng Su Yang Yi Xu MedIm 18 0 0 10 May 2025
Towards Accurate and Interpretable Neuroblastoma Diagnosis via Contrastive Multi-scale Pathological Image Analysis Zhu Zhu Shuo Jiang Jingyuan Zheng Yawen Li Yifei Chen Manli Zhao Weizhong Gu Feiwei Qin Jinhu Wang Gang Yu MedIm 33 0 0 18 Apr 2025
Less but Better: Parameter-Efficient Fine-Tuning of Large Language Models for Personality Detection Lingzhi Shen Yunfei Long Xiaohao Cai Guanming Chen Imran Razzak Shoaib Jameel 36 0 0 07 Apr 2025
MExD: An Expert-Infused Diffusion Model for Whole-Slide Image Classification Jianwei Zhao Xin Li Fan Yang Qiang Zhai Ao Luo Yang Zhao Hong-wei Cheng Huazhu Fu DiffM MedIm 48 0 0 16 Mar 2025
MIRROR: Multi-Modal Pathological Self-Supervised Representation Learning via Modality Alignment and Retention Tianyi Wang Jianan Fan Dingxin Zhang Dongnan Liu Yong-quan Xia Heng Huang Weidong Cai 34 0 0 01 Mar 2025
ViLa-MIL: Dual-scale Vision-Language Multiple Instance Learning for Whole Slide Image Classification Jiangbo Shi Chen Li Tieliang Gong Yefeng Zheng Huazhu Fu VLM 60 5 0 12 Feb 2025
RankByGene: Gene-Guided Histopathology Representation Learning Through Cross-Modal Ranking Consistency Wentao Huang Meilong Xu Xiaoling Hu Shahira Abousamra Aniruddha Ganguly ... Prateek Prasanna Tahsin M. Kurc Joel H. Saltz Michael L. Miller C. L. P. Chen 78 0 0 22 Nov 2024
Panther: Illuminate the Sight of Multimodal LLMs with Instruction-Guided Visual Prompts Honglin Li Yuting Gao Chenglu Zhu Jingdong Chen M. Yang Lin Yang MLLM 79 0 0 21 Nov 2024
Rethinking Transformer for Long Contextual Histopathology Whole Slide Image Analysis Honglin Li Yunlong Zhang Pingyi Chen Zhongyi Shui Chenglu Zhu Lin Yang MedIm 29 4 0 18 Oct 2024
Blockchain-Enabled Variational Information Bottleneck for Data Extraction Based on Mutual Information in Internet of Vehicles Cui Zhang Wenjun Zhang Qiong Wu Pingyi Fan Nan Cheng Wen Chen Khaled B. Letaief 24 0 0 20 Sep 2024
EFCM: Efficient Fine-tuning on Compressed Models for deployment of large models in medical image analysis Shaojie Li Zhaoshuo Diao 19 0 0 18 Sep 2024
Interpretable Vision-Language Survival Analysis with Ordinal Inductive Bias for Computational Pathology Pei Liu Luping Ji Jiaxiang Gou Bo Fu Mao Ye 21 2 0 14 Sep 2024
Mamba2MIL: State Space Duality Based Multiple Instance Learning for Computational Pathology Yuqi Zhang Xiaoqian Zhang Jiakai Wang Yuancheng Yang Taiying Peng Chao Tong Mamba 42 0 0 27 Aug 2024
Multistain Pretraining for Slide Representation Learning in Pathology Guillaume Jaume Anurag J. Vaidya Andrew Zhang Andrew H. Song Richard J. Chen S. Sahai Dandan Mo Emilio Madrigal L. Le Faisal Mahmood 26 11 0 05 Aug 2024
Rethinking Pre-Trained Feature Extractor Selection in Multiple Instance Learning for Whole Slide Image Classification Bryan Wong MunYong Yi Mun Yong Yi VLM 42 0 0 02 Aug 2024
Large-scale cervical precancerous screening via AI-assisted cytology whole slide image analysis Honglin Li Yusuan Sun Chenglu Zhu Yunlong Zhang Shichuan Zhang ... Pingyi Chen Jingxiong Li Sunyi Zheng Can Cui Lin Yang 32 3 0 28 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 35 5 0 15 Jul 2024
Multimodal Prototyping for cancer survival prediction Andrew H. Song Richard J. Chen Guillaume Jaume Anurag J. Vaidya Alexander S. Baras Faisal Mahmood 24 12 0 28 Jun 2024
Prompting Whole Slide Image Based Genetic Biomarker Prediction Ling Zhang Boxiang Yun Xingran Xie Qingli Li Xinxing Li Yan Wang MedIm 16 3 0 26 Jun 2024
AEM: Attention Entropy Maximization for Multiple Instance Learning based Whole Slide Image Classification Yunlong Zhang Zhongyi Shui Yunxuan Sun Honglin Li Jingxiong Li Chenglu Zhu Lin Yang 31 0 0 18 Jun 2024
Task-oriented Embedding Counts: Heuristic Clustering-driven Feature Fine-tuning for Whole Slide Image Classification Xuenian Wang Shanshan Shi Renao Yan Qiehe Sun Lianghui Zhu Tian Guan Yonghong He 19 0 0 02 Jun 2024
Transcriptomics-guided Slide Representation Learning in Computational Pathology Guillaume Jaume Lukas Oldenburg Anurag J. Vaidya Richard J. Chen Drew F. K. Williamson Thomas Peeters Andrew H. Song Faisal Mahmood 34 21 0 19 May 2024
Weakly-Supervised Residual Evidential Learning for Multi-Instance Uncertainty Estimation Pei Liu Luping Ji EDL 19 4 0 07 May 2024
Knowledge-enhanced Visual-Language Pretraining for Computational Pathology Xiao Zhou Xiaoman Zhang Chaoyi Wu Ya-Qin Zhang Weidi Xie Yanfeng Wang VLM 21 6 0 15 Apr 2024
Towards Efficient Information Fusion: Concentric Dual Fusion Attention Based Multiple Instance Learning for Whole Slide Images Yujian Liu Ruoxuan Wu Xinjie Shen Zihuang Lu Lingyu Liang Haiyu Zhou Shipu Xu Shaoai Cai Shidang Xu MedIm 23 0 0 21 Mar 2024
Dynamic Policy-Driven Adaptive Multi-Instance Learning for Whole Slide Image Classification Tingting Zheng Kui Jiang Hongxun Yao 21 2 0 09 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 23 15 0 29 Feb 2024
Dynamic Graph Information Bottleneck Haonan Yuan Qingyun Sun Xingcheng Fu Cheng Ji Jianxin Li AAML AI4CE 27 8 0 09 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 22 6 0 05 Jan 2024
Prototypical Information Bottlenecking and Disentangling for Multimodal Cancer Survival Prediction Yilan Zhang Yingxue Xu Jianqi Chen Fengying Xie Hao Chen 33 25 0 03 Jan 2024
Shapley Values-enabled Progressive Pseudo Bag Augmentation for Whole Slide Image Classification Renao Yan Qiehe Sun Cheng Jin Yiqing Liu Yonghong He Tian Guan Hao Chen 32 2 0 09 Dec 2023
Long-MIL: Scaling Long Contextual Multiple Instance Learning for Histopathology Whole Slide Image Analysis Honglin Li Yunlong Zhang Chenglu Zhu Jiatong Cai Sunyi Zheng Lin Yang VLM 17 4 0 21 Nov 2023
Rotation-Agnostic Image Representation Learning for Digital Pathology Saghir Alfasly A. Shafique Peyman Nejat Jibran A. Khan Areej Alsaafin Ghazal Alabtah H. R. Tizhoosh MedIm 11 6 0 14 Nov 2023
Attention-Challenging Multiple Instance Learning for Whole Slide Image Classification Yunlong Zhang Honglin Li Yuxuan Sun Sunyi Zheng Chenglu Zhu Lin Yang 6 25 0 13 Nov 2023
SC-MIL: Sparsely Coded Multiple Instance Learning for Whole Slide Image Classification Peijie Qiu Pan Xiao Wenhui Zhu Yalin Wang Aristeidis Sotiras 34 4 0 31 Oct 2023
A General-Purpose Self-Supervised Model for Computational Pathology Richard J. Chen Tong Ding Ming Y. Lu Drew F. K. Williamson Guillaume Jaume ... Judy J. Wang Walt Williams L. Le Georg Gerber Faisal Mahmood MedIm 20 28 0 29 Aug 2023
Exploring Incompatible Knowledge Transfer in Few-shot Image Generation Yunqing Zhao Chao Du Milad Abdollahzadeh Tianyu Pang Min-Bin Lin Shuicheng Yan Ngai-man Cheung 21 14 0 15 Apr 2023
Weakly supervised segmentation with point annotations for histopathology images via contrast-based variational model Hongrun Zhang Liam Burrows Y. Meng Declan Sculthorpe Abhik Mukherjee Sarah E Coupland Ke-long Chen Yalin Zheng 18 13 0 07 Apr 2023
DPA-P2PNet: Deformable Proposal-aware P2PNet for Accurate Point-based Cell Detection Zhongyi Shui S. Zheng Chenglu Zhu Shichuan Zhang Xiaoxuan Yu Honglin Li Jingxiong Li Pingyi Chen L. Yang 3DPC 21 4 0 05 Mar 2023
Few-shot Image Generation via Adaptation-Aware Kernel Modulation Yunqing Zhao Keshigeyan Chandrasegaran Milad Abdollahzadeh Ngai-man Cheung 63 42 0 29 Oct 2022
FS-BAN: Born-Again Networks for Domain Generalization Few-Shot Classification Yunqing Zhao Ngai-man Cheung BDL 11 12 0 23 Aug 2022
Benchmarking the Robustness of Deep Neural Networks to Common Corruptions in Digital Pathology Yunlong Zhang Yuxuan Sun Honglin Li S. Zheng Chenglu Zhu L. Yang OOD 51 26 0 30 Jun 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,337 0 11 Nov 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 283 5,723 0 29 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 278 3,784 0 18 Apr 2021