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Pathology AI Collection: Vision Digital Pathology Literatures and Foundations

MIT License

Curated list of digital pathology papers.

Contents

Papers

CVPR 2023

Task-specific Fine-tuning via Variational Information Bottleneck for Weakly-supervised Pathology Whole Slide Image Classification
Honglin Li, Chenglu Zhu, Yunlong Zhang, Yuxuan Sun, Zhongyi Shui, Wenwei Kuang, Sunyi Zheng, Lin Yang*
[Jun, 2023] [CVPR, 2023]
[Paper]

Histopathology Whole Slide Image Analysis with Heterogeneous Graph Representation Learning
Tsai Hor Chan, Fernando Julio Cendra, Lan Ma, Guosheng Yin, Lequan Yu
[Jun, 2023] [CVPR, 2023]
[Paper]

Interventional Bag Multi-Instance Learning On Whole-Slide Pathological Images
Tiancheng Lin, Zhimiao Yu, Hongyu Hu, Yi Xu, Chang Wen Chen
[Jun, 2023] [CVPR, 2023]
[Paper]

RankMix: Data Augmentation for Weakly Supervised Learning of Classifying Whole Slide Images with Diverse Sizes and Imbalanced Categories
Yuan-Chih Chen, Chun-Shien Lu
[Jun, 2023] [CVPR, 2023]
[Paper]

Weakly supervised segmentation with point annotations for histopathology images via contrast-based variational model
Hongrun Zhang, Liam Burrows, Yanda Meng, Declan Sculthorpe, Abhik Mukherjee, Sarah E Coupland, Ke Chen, Yalin Zheng
[Jun, 2023] [CVPR, 2023]
[Paper]

Visual Language Pretrained Multiple Instance Zero-Shot Transfer for Histopathology Images
Ming Y. Lu†, Bowen Chen†, Andrew Zhang, Drew F.K. Williamson, Richard J. Chen, Tong Ding, Long Phi Le, Yung-Sung Chuang, Faisal Mahmood
[Jun, 2023] [CVPR, 2023]
[Paper]

Bi-directional Feature Fusion Generative Adversarial Network for Ultra-high Resolution Pathological Image Virtual Re-staining
Kexin Sun, Zhineng Chen, Gongwei Wang, Jun Liu, Xiongjun Ye, Yu-Gang Jiang
[Jun, 2023] [CVPR, 2023]
[Paper]

Topology-Guided Multi-Class Cell Context Generation for Digital Pathology
Shahira Abousamra, Rajarsi Gupta, Tahsin Kurc, Dimitris Samaras, Joel Saltz, Chao Chen
[Jun, 2023] [CVPR, 2023]
[Paper]

OCELOT: Overlapped Cell on Tissue Dataset for Histopathology
Jeongun Ryu, Aaron Valero Puche, JaeWoong Shin, Seonwook Park, Biagio Brattoli, Jinhee Lee
[Jun, 2023] [CVPR, 2023]
[Paper]

Benchmarking Self-Supervised Learning on Diverse Pathology Datasets
Mingu Kang, Heon Song, Seonwook Park, Donggeun Yoo, Sérgio Pereira
[Jun, 2023] [CVPR, 2023]
[Paper]

Datasets