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AMIGO: Sparse Multi-Modal Graph Transformer with Shared-Context Processing for Representation Learning of Giga-pixel Images
1 March 2023
Ramin Nakhli
Puria Azadi Moghadam
Haoyang Mi
H. Farahani
Alexander S. Baras
B. Gilks
A. Bashashati
MedIm
ViT
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Papers citing
"AMIGO: Sparse Multi-Modal Graph Transformer with Shared-Context Processing for Representation Learning of Giga-pixel Images"
14 / 14 papers shown
Title
Multimodal Cancer Survival Analysis via Hypergraph Learning with Cross-Modality Rebalance
Mingcheng Qu
Guang Yang
Donglin Di
Tonghua Su
Yue Gao
Yang Song
Lei Fan
7
0
0
17 May 2025
A Survey of Graph Transformers: Architectures, Theories and Applications
Chaohao Yuan
Kangfei Zhao
Ercan Engin Kuruoglu
Liang Wang
Tingyang Xu
Wenbing Huang
Deli Zhao
Hong Cheng
Yu Rong
57
4
0
23 Feb 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
65
7
0
12 Feb 2025
From Histopathology Images to Cell Clouds: Learning Slide Representations with Hierarchical Cell Transformer
Zijiang Yang
Zhongwei Qiu
Tiancheng Lin
Hanqing Chao
Wanxing Chang
...
Dakai Jin
K. Yan
Le Lu
Hui Jiang
Yun Bian
DiffM
74
0
0
21 Dec 2024
xCG: Explainable Cell Graphs for Survival Prediction in Non-Small Cell Lung Cancer
Marvin Sextro
Gabriel Dernbach
Kai Standvoss
S. Schallenberg
Frederick Klauschen
Klaus-Robert Müller
Maximilian Alber
Lukas Ruff
33
0
0
12 Nov 2024
Multimodal Data Integration for Precision Oncology: Challenges and Future Directions
Huajun Zhou
Fengtao Zhou
Chenyu Zhao
Yingxue Xu
Luyang Luo
Hao Chen
32
5
0
28 Jun 2024
Multi-Scale Heterogeneity-Aware Hypergraph Representation for Histopathology Whole Slide Images
Minghao Han
Xukun Zhang
Dingkang Yang
Tao Liu
Haopeng Kuang
Jinghui Feng
Lihua Zhang
35
1
0
30 Apr 2024
Cohort-Individual Cooperative Learning for Multimodal Cancer Survival Analysis
Huajun Zhou
Fengtao Zhou
Hao Chen
26
3
0
03 Apr 2024
Integrative Graph-Transformer Framework for Histopathology Whole Slide Image Representation and Classification
Zhan Shi
Jingwei Zhang
Jun Kong
Fusheng Wang
MedIm
42
3
0
26 Mar 2024
A vision transformer-based framework for knowledge transfer from multi-modal to mono-modal lymphoma subtyping models
Bilel Guetarni
Féryal Windal
H. Benhabiles
Marianne Petit
Romain Dubois
Emmanuelle Leteurtre
Dominique Collard
DiffM
25
2
0
02 Aug 2023
VOLTA: an Environment-Aware Contrastive Cell Representation Learning for Histopathology
Ramin Nakhli
Allen W. Zhang
Katherine Rich
Amirali Darbandsari
Elahe Shenasa
...
K. Milne
J. McAlpine
B. Nelson
C. Gilks
A. Bashashati
19
5
0
08 Mar 2023
Masked Autoencoders Are Scalable Vision Learners
Kaiming He
Xinlei Chen
Saining Xie
Yanghao Li
Piotr Dollár
Ross B. Girshick
ViT
TPM
311
7,457
0
11 Nov 2021
Every Annotation Counts: Multi-label Deep Supervision for Medical Image Segmentation
Simon Reiß
C. Seibold
Alexander Freytag
E. Rodner
Rainer Stiefelhagen
89
61
0
27 Apr 2021
DeepSurv: Personalized Treatment Recommender System Using A Cox Proportional Hazards Deep Neural Network
Jared Katzman
Uri Shaham
Jonathan Bates
A. Cloninger
Tingting Jiang
Y. Kluger
BDL
CML
OOD
115
1,231
0
02 Jun 2016
1