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CellViT: Vision Transformers for Precise Cell Segmentation and Classification
27 June 2023
Fabian Horst
Moritz Rempe
Lukas Heine
C. Seibold
J. Keyl
Giulia Baldini
S. Ugurel
J. Siveke
Barbara Grünwald
Jan Egger
Jens Kleesiek
MedIm
ViT
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Papers citing
"CellViT: Vision Transformers for Precise Cell Segmentation and Classification"
50 / 53 papers shown
Title
Adaptive Multi-Scale Integration Unlocks Robust Cell Annotation in Histopathology Images
Yinuo Xu
Yan Cui
Mingyao Li
Zhi Huang
67
0
0
17 Nov 2025
Rank-Aware Agglomeration of Foundation Models for Immunohistochemistry Image Cell Counting
Z. Huang
Mengxin Tian
Huan Liu
W. Li
Baobao Liang
J. Wu
Fang Yan
Zhaoqing Tang
Z. Li
68
0
0
16 Nov 2025
ITC-RWKV: Interactive Tissue-Cell Modeling with Recurrent Key-Value Aggregation for Histopathological Subtyping
Yating Huang
Qijun Yang
Lintao Xiang
Hujun Yin
76
0
0
24 Oct 2025
ACS-SegNet: An Attention-Based CNN-SegFormer Segmentation Network for Tissue Segmentation in Histopathology
Nima Torbati
Anastasia Meshcheryakova
Ramona Woitek
Diana Mechtcheriakova
Amirreza Mahbod
63
0
0
23 Oct 2025
Morphology-Aware Prognostic model for Five-Year Survival Prediction in Colorectal Cancer from H&E Whole Slide Images
Usama Sajjad
Abdul Rehman Akbar
Ziyu Su
Deborah Knight
Wendy L. Frankel
M. Gürcan
Wei Chen
M. Niazi
70
0
0
16 Oct 2025
Cell Instance Segmentation: The Devil Is in the Boundaries
IEEE Transactions on Medical Imaging (IEEE TMI), 2025
Peixian Liang
Yifan Ding
Yizhe Zhang
Jianxu Chen
Hao Zheng
...
Guangyu Meng
Tim Weninger
Michael Niemier
X. S. Hu
Danny Chen
ISeg
145
0
0
10 Oct 2025
MATCH: Multi-faceted Adaptive Topo-Consistency for Semi-Supervised Histopathology Segmentation
Meilong Xu
Xiaoling Hu
Shahira Abousamra
Chen Li
Chao Chen
64
0
0
02 Oct 2025
Evaluating New AI Cell Foundation Models on Challenging Kidney Pathology Cases Unaddressed by Previous Foundation Models
Runchen Wang
Junlin Guo
Siqi Lu
Ruining Deng
Zhengyi Lu
...
Catie Chang
Mitchell Wilkes
Mengmeng Yin
Haichun Yang
Yuankai Huo
68
0
0
01 Oct 2025
OCELOT 2023: Cell Detection from Cell-Tissue Interaction Challenge
Jaewoong Shin
Jeongun Ryu
Aaron Valero Puche
Jinhee Lee
Biagio Brattoli
...
Ji Zheng
Hu Bin
Y. Lo
Ching-Hui Yang
Sérgio Pereira
88
0
0
11 Sep 2025
Co-Seg: Mutual Prompt-Guided Collaborative Learning for Tissue and Nuclei Segmentation
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
Qing Xu
Wenting Duan
Zhen Chen
96
2
0
08 Sep 2025
MorphGen: Morphology-Guided Representation Learning for Robust Single-Domain Generalization in Histopathological Cancer Classification
Hikmat Khan
Syed Farhan Alam Zaidi
Pir Masoom Shah
Kiruthika Balakrishnan
Rabia Khan
Muhammad Waqas
Jia Wu
OOD
MedIm
112
0
0
30 Aug 2025
Sketchpose: Learning to Segment Cells with Partial Annotations
Machine Learning for Biomedical Imaging (MLBI), 2025
Clément Cazorla
Nathanaël Munier
Renaud Morin
Pierre Weiss
3DPC
40
4
0
25 Aug 2025
Fine-grained Multi-class Nuclei Segmentation with Molecular-empowered All-in-SAM Model
Journal of Medical Imaging (JMI), 2025
Xueyuan Li
Can Cui
Ruining Deng
Yucheng Tang
Quan Liu
Tianyuan Yao
Shunxing Bao
Naweed Chowdhury
Haichun Yang
Daniel Moyer
VLM
84
2
0
21 Aug 2025
Towards Comprehensive Cellular Characterisation of H&E slides
Benjamin Adjadj
Pierre-Antoine Bannier
Guillaume Horent
Sebastien Mandela
Aurore Lyon
...
Reda Belbahri
Benoît Schmauch
Eric Durand
Katharina Von Loga
Lucie Gillet
VLM
96
0
0
13 Aug 2025
MambaVesselNet++: A Hybrid CNN-Mamba Architecture for Medical Image Segmentation
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) (TOMM), 2025
Qing Xu
Yanming Chen
Yue Li
Ziyu Liu
Zhenye Lou
Yixuan Zhang
Xiangjian He
Mamba
94
1
0
26 Jul 2025
Co-Seg++: Mutual Prompt-Guided Collaborative Learning for Versatile Medical Segmentation
Qing Xu
Yuxiang Luo
Wenting Duan
Zhen Chen
170
3
0
20 Jun 2025
The Four Color Theorem for Cell Instance Segmentation
Ye Zhang
Yu Zhou
Yifeng Wang
Jun Xiao
Ziyue Wang
Yongbing Zhang
Jianxu Chen
ISeg
187
1
0
11 Jun 2025
GP-MoLFormer-Sim: Test Time Molecular Optimization through Contextual Similarity Guidance
Jirí Navrátil
Jarret Ross
Payel Das
Youssef Mroueh
Samuel C. Hoffman
Vijil Chenthamarakshan
Brian M. Belgodere
179
0
0
05 Jun 2025
Uni-AIMS: AI-Powered Microscopy Image Analysis
Yanhui Hong
Nan Wang
Zhiyi Xia
Haoyi Tao
Xi Fang
...
Shengyu Li
Ziqi Chen
Zezhong Zhang
Guolin Ke
Linfeng Zhang
158
0
0
11 May 2025
Histo-Miner: Deep Learning based Tissue Features Extraction Pipeline from H&E Whole Slide Images of Cutaneous Squamous Cell Carcinoma
Lucas Sancéré
Carina Lorenz
Doris Helbig
Oana-Diana Persa
Sonja Dengler
...
Martim Laimer
Anne Fröhlich
Jennifer Landsberg
Johannes Brägelmann
Katarzyna Bozek
272
0
0
07 May 2025
Automating tumor-infiltrating lymphocyte assessment in breast cancer histopathology images using QuPath: a transparent and accessible machine learning pipeline
M. Tafavvoghi
L. A. Bongo
André Berli Delgado
N. Shvetsov
Anders Sildnes
Line Moi
Lill-ToveRasmussen Busund
Kajsa Møllersen
219
0
0
23 Apr 2025
APSeg: Auto-Prompt Model with Acquired and Injected Knowledge for Nuclear Instance Segmentation and Classification
Liying Xu
Hongliang He
Wei Han
Hanbin Huang
Siwei Feng
Guohong Fu
VLM
189
0
0
03 Apr 2025
CellVTA: Enhancing Vision Foundation Models for Accurate Cell Segmentation and Classification
Yang Yang
Xijie Xu
Yixun Zhou
Jie Zheng
ViT
153
0
0
01 Apr 2025
A Multi-Stage Auto-Context Deep Learning Framework for Tissue and Nuclei Segmentation and Classification in H&E-Stained Histological Images of Advanced Melanoma
Nima Torbati
Anastasia Meshcheryakova
Ramona Woitek
Amirreza Mahbod
Diana Mechtcheriakova
Amirreza Mahbod
216
2
0
31 Mar 2025
Revisiting Automatic Data Curation for Vision Foundation Models in Digital Pathology
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
Boqi Chen
Cédric Vincent-Cuaz
Lydia A. Schoenpflug
Manuel Madeira
Lisa Fournier
...
D. Thanou
V. Koelzer
Pascal Frossard
Gabriele Campanella
Gunnar Rätsch
244
1
0
24 Mar 2025
Cracking the PUMA Challenge in 24 Hours with CellViT++ and nnU-Net
Negar Shahamiri
Moritz Rempe
Lukas Heine
Jens Kleesiek
Fabian Horst
133
0
0
15 Mar 2025
COIN: Confidence Score-Guided Distillation for Annotation-Free Cell Segmentation
Sanghyun Jo
Seo Jin Lee
Seungwoo Lee
Seohyung Hong
Hyungseok Seo
Kyungsu Kim
334
1
0
14 Mar 2025
Prediction of Frozen Region Growth in Kidney Cryoablation Intervention Using a 3D Flow-Matching Model
Siyeop Yoon
Y. Oh
Matthew Tivnan
Qing Xiao
Pengfei Jin
Sekeun KimHyun Jin Cho
Hyun Jin Cho
Dufan Wu
Raul Uppot
Quanzheng Li
266
2
0
06 Mar 2025
A Lightweight and Extensible Cell Segmentation and Classification Model for Whole Slide Images
N. Shvetsov
T. Kilvaer
M. Tafavvoghi
Anders Sildnes
Kajsa Møllersen
Lill-ToveRasmussen Busund
L. A. Bongo
VLM
296
1
0
26 Feb 2025
Advancing Oyster Phenotype Segmentation with Multi-Network Ensemble and Multi-Scale mechanism
Wenli Yang
Yanyu Chen
Andrew Trotter
Byeong Kang
157
1
0
20 Jan 2025
Segmentation of Muscularis Propria in Colon Histopathology Images Using Vision Transformers for Hirschsprung's Disease
Youssef Megahed
Anthony Fuller
Saleh Abou-Alwan
Dina El Demellawy
Adrian D. C. Chan
MedIm
96
3
0
31 Dec 2024
CellSeg1: Robust Cell Segmentation with One Training Image
Peilin Zhou
Bo Du
Yongchao Xu
VLM
217
5
0
02 Dec 2024
CellPilot
IEEE International Symposium on Biomedical Imaging (ISBI), 2024
Philipp Endres
Valentin Koch
Julia A. Schnabel
Carsten Marr
VLM
MedIm
225
0
0
23 Nov 2024
Automated Classification of Cell Shapes: A Comparative Evaluation of Shape Descriptors
IEEE International Symposium on Biomedical Imaging (ISBI), 2024
V. Vadori
A. Peruffo
Jean-Marie Graic
L. Finos
Enrico Grisan
87
2
0
01 Nov 2024
Evaluating Cell AI Foundation Models in Kidney Pathology with Human-in-the-Loop Enrichment
Junlin Guo
Siqi Lu
C. Cui
Ruining Deng
Tianyuan Yao
...
Catie Chang
Mitchell Wilkes
Mengmeng Yin
Haichun Yang
Yuankai Huo
MedIm
216
3
0
31 Oct 2024
CoTCoNet: An Optimized Coupled Transformer-Convolutional Network with an Adaptive Graph Reconstruction for Leukemia Detection
Chandravardhan Singh Raghaw
Arnav Sharma
Shubhi Bansal
Mohammad Zia Ur Rehman
Nagendra Kumar
MedIm
138
20
0
11 Oct 2024
MorphoSeg: An Uncertainty-Aware Deep Learning Method for Biomedical Segmentation of Complex Cellular Morphologies
Tianhao Zhang
Heather J. McCourty
Berardo M. Sanchez-Tafolla
Anton Nikolaev
Lyudmila Mihaylova
151
1
0
25 Sep 2024
NuSegDG: Integration of Heterogeneous Space and Gaussian Kernel for Domain-Generalized Nuclei Segmentation
Knowledge-Based Systems (KBS), 2024
Zhenye Lou
Qing Xu
Zekun Jiang
Xiangjian He
Z. Chen
Yi Wang
Chenxin Li
Maggie M. He
Wenting Duan
314
11
0
21 Aug 2024
NuLite -- Lightweight and Fast Model for Nuclei Instance Segmentation and Classification
C. Tommasino
Cristiano Russo
A. M. Rinaldi
186
2
0
03 Aug 2024
Exploiting Scale-Variant Attention for Segmenting Small Medical Objects
Wei Dai
Rui Liu
Z. Wu
Tianyi Wu
Min Wang
Junxian Zhou
Yixuan Yuan
Jun Liu
306
0
0
10 Jul 2024
HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis
Guillaume Jaume
Paul Doucet
Andrew H. Song
Ming Y. Lu
Cristina Almagro-Pérez
...
Anurag J. Vaidya
Richard J. Chen
Drew F. K. Williamson
Ahrong Kim
Faisal Mahmood
260
75
0
23 Jun 2024
STimage-1K4M: A histopathology image-gene expression dataset for spatial transcriptomics
Jiawen Chen
Muqing Zhou
Wenrong Wu
Jinwei Zhang
Yun Li
Didong Li
211
23
0
10 Jun 2024
Immunocto: a massive immune cell database auto-generated for histopathology
Mikaël Simard
Zhuoyan Shen
Maria A. Hawkins
C. Collins-Fekete
Maria A. Hawkins
Charles-Antoine Collins-Fekete
221
3
0
03 Jun 2024
BiomedParse: a biomedical foundation model for image parsing of everything everywhere all at once
Theodore Zhao
Yu Gu
Jianwei Yang
Naoto Usuyama
Ho Hin Lee
...
B. Piening
Carlo Bifulco
Mu-Hsin Wei
Hoifung Poon
Sheng Wang
MedIm
217
110
0
21 May 2024
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model
Han Gu
Haoyu Dong
Jichen Yang
Maciej A. Mazurowski
MedIm
VLM
311
38
0
15 Apr 2024
ViTGaze: Gaze Following with Interaction Features in Vision Transformers
Yuehao Song
Xinggang Wang
Jingfeng Yao
Wenyu Liu
Jinglin Zhang
Xiangmin Xu
ViT
165
12
0
19 Mar 2024
Morphological Profiling for Drug Discovery in the Era of Deep Learning
Qiaosi Tang
R. Ratnayake
Gustavo Seabra
Zhe Jiang
Ruogu Fang
...
Tamer Kahveci
Jiang Bian
Chenglong Li
H. Luesch
Yanjun Li
212
9
0
13 Dec 2023
A Recent Survey of Vision Transformers for Medical Image Segmentation
IEEE Access (IEEE Access), 2023
Asifullah Khan
Zunaira Rauf
Abdul Rehman Khan
Saima Rathore
Dr. Saddam Hussain Khan
...
Suleman Qamar
Umme Hani Asif
Faiza Babar Khan
A. Majid
Jeonghwan Gwak
ViT
MedIm
288
35
0
01 Dec 2023
Unleashing the Power of Prompt-driven Nucleus Instance Segmentation
European Conference on Computer Vision (ECCV), 2023
Honglin Li
Yunlong Zhang
Kai Yao
Chenglu Zhu
Sunyi Zheng
Jingxiong Li
Honglin Li
Yuxuan Sun
Ruizhe Guo
Lin Yang
297
23
0
27 Nov 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
287
53
0
29 Aug 2023
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