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Contrastive Learning of Single-Cell Phenotypic Representations for
  Treatment Classification

Contrastive Learning of Single-Cell Phenotypic Representations for Treatment Classification

30 March 2021
A. Perakis
A. Gorji
Samriddhi Jain
K. Chaitanya
Simone Rizza
E. Konukoglu
    SSL
ArXivPDFHTML

Papers citing "Contrastive Learning of Single-Cell Phenotypic Representations for Treatment Classification"

13 / 13 papers shown
Title
Causal integration of chemical structures improves representations of microscopy images for morphological profiling
Causal integration of chemical structures improves representations of microscopy images for morphological profiling
Yemin Yu
Neil A. Tenenholtz
Lester W. Mackey
Ying Wei
David Alvarez-Melis
Ava P. Amini
Alex X. Lu
24
0
0
13 Apr 2025
Morphological Profiling for Drug Discovery in the Era of Deep Learning
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
17
4
0
13 Dec 2023
Mixed Models with Multiple Instance Learning
Mixed Models with Multiple Instance Learning
Jan P. Engelmann
Alessandro Palma
Jakub M. Tomczak
Fabian J Theis
Francesco Paolo Casale
17
2
0
04 Nov 2023
No Free Lunch in Self Supervised Representation Learning
No Free Lunch in Self Supervised Representation Learning
Ihab Bendidi
Adrien Bardes
E. Cohen
Alexis Lamiable
Guillaume Bollot
Auguste Genovesio
OOD
41
11
0
23 Apr 2023
Self-supervised pseudo-colorizing of masked cells
Self-supervised pseudo-colorizing of masked cells
Royden Wagner
Carlos Fernandez Lopez
Christoph Stiller
13
0
0
12 Feb 2023
RxRx1: A Dataset for Evaluating Experimental Batch Correction Methods
RxRx1: A Dataset for Evaluating Experimental Batch Correction Methods
Maciej Sypetkowski
Morteza Rezanejad
Saber Saberian
Oren Z. Kraus
John Urbanik
...
Mason L. Victors
J. Yosinski
A. R. Sereshkeh
I. Haque
Berton A. Earnshaw
23
37
0
13 Jan 2023
Metadata-guided Consistency Learning for High Content Images
Metadata-guided Consistency Learning for High Content Images
Johan Fredin Haslum
Christos Matsoukas
Karl‐Johan Leuchowius
Erik Mullers
Kevin Smith
19
8
0
22 Dec 2022
Self-Supervised Learning of Phenotypic Representations from Cell Images
  with Weak Labels
Self-Supervised Learning of Phenotypic Representations from Cell Images with Weak Labels
J. Cross-Zamirski
Guy B. Williams
E. Mouchet
Carola-Bibiane Schönlieb
Riku Turkki
Yinhai Wang
39
21
0
16 Sep 2022
Comparison of semi-supervised learning methods for High Content
  Screening quality control
Comparison of semi-supervised learning methods for High Content Screening quality control
Umar Masud
Ethan O. Cohen
Ihab Bendidi
Guillaume Bollot
Auguste Genovesio
21
4
0
09 Aug 2022
Optimizing transformations for contrastive learning in a differentiable
  framework
Optimizing transformations for contrastive learning in a differentiable framework
Camille Ruppli
Pietro Gori
R. Ardon
Isabelle Bloch
MedIm
20
2
0
27 Jul 2022
Anchoring to Exemplars for Training Mixture-of-Expert Cell Embeddings
Anchoring to Exemplars for Training Mixture-of-Expert Cell Embeddings
Siqi Wang
Manyuan Lu
Nikita Moshkov
Juan C. Caicedo
Bryan A. Plummer
11
4
0
06 Dec 2021
COVID-19 Prognosis via Self-Supervised Representation Learning and
  Multi-Image Prediction
COVID-19 Prognosis via Self-Supervised Representation Learning and Multi-Image Prediction
Anuroop Sriram
Matthew Muckley
Koustuv Sinha
Farah E. Shamout
Joelle Pineau
Krzysztof J. Geras
Lea Azour
Y. Aphinyanaphongs
N. Yakubova
W. Moore
MedIm
126
63
0
13 Jan 2021
Classifying and Segmenting Microscopy Images Using Convolutional
  Multiple Instance Learning
Classifying and Segmenting Microscopy Images Using Convolutional Multiple Instance Learning
Oren Z. Kraus
Lei Jimmy Ba
B. Frey
159
391
0
17 Nov 2015
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