Computer Vision for Drug Discovery Where Are We and What is Beyond?


CellRep: A Multichannel Image Representation Learning Model
Lawrence Phillips,
Rory Donovan-Maiye
[pdf]
[bibtex]
@InProceedings{Phillips_2025_CVPR, author = {Phillips, Lawrence and Donovan-Maiye, Rory}, title = {CellRep: A Multichannel Image Representation Learning Model}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4303-4309} }

Towards exploring continual learning for toxicologic pathology in pharmaceutical drug discovery
Arijit Patra,
Jinge Wu,
Honghan Wu,
Anshul Thakur
[pdf]
[bibtex]
@InProceedings{Patra_2025_CVPR, author = {Patra, Arijit and Wu, Jinge and Wu, Honghan and Thakur, Anshul}, title = {Towards exploring continual learning for toxicologic pathology in pharmaceutical drug discovery}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4259-4268} }

Segment AnyNeuron
Taha Razzaq,
Ahmed Rashid Qazi,
Asim Iqbal
[pdf]
[bibtex]
@InProceedings{Razzaq_2025_CVPR, author = {Razzaq, Taha and Qazi, Ahmed Rashid and Iqbal, Asim}, title = {Segment AnyNeuron}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4286-4293} }

Bridging Morphology and Molecular Signatures: Multi-Task Deep Learning for Multi-Omics Prediction from Histopathology
Fatemeh Dashti Ahangar,
Jiann-Shiun Yuan
[pdf]
[bibtex]
@InProceedings{Ahangar_2025_CVPR, author = {Ahangar, Fatemeh Dashti and Yuan, Jiann-Shiun}, title = {Bridging Morphology and Molecular Signatures: Multi-Task Deep Learning for Multi-Omics Prediction from Histopathology}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4294-4302} }

Bridging Self-Supervision and Mechanism of Action Discovery in Morphological Profiling
Syed Sameed Husain,
Jan Bober,
Amaia Irizar,
Miroslaw Bober
[pdf]
[bibtex]
@InProceedings{Husain_2025_CVPR, author = {Husain, Syed Sameed and Bober, Jan and Irizar, Amaia and Bober, Miroslaw}, title = {Bridging Self-Supervision and Mechanism of Action Discovery in Morphological Profiling}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4278-4285} }

LNTransformer: Lung Nodule Transformer for Sparse CT Segmentation
Hooman Ramezani,
Charlotte Vedrines,
Dionne Aleman,
Daniel Letourneau
[pdf]
[bibtex]
@InProceedings{Ramezani_2025_CVPR, author = {Ramezani, Hooman and Vedrines, Charlotte and Aleman, Dionne and Letourneau, Daniel}, title = {LNTransformer: Lung Nodule Transformer for Sparse CT Segmentation}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4238-4245} }

Drug Discovery Agent: An Automated Vision Detection System for Drug-Cell Interactions
Adib Bazgir,
Yuwen Zhang
[pdf]
[bibtex]
@InProceedings{Bazgir_2025_CVPR, author = {Bazgir, Adib and Zhang, Yuwen}, title = {Drug Discovery Agent: An Automated Vision Detection System for Drug-Cell Interactions}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4269-4277} }

Revolutionizing Drug Discovery: Integrating Spatial Transcriptomics with Advanced Computer Vision Techniques
Zichao Li,
Shiqing Qiu,
Zong Ke
[pdf]
[bibtex]
@InProceedings{Li_2025_CVPR, author = {Li, Zichao and Qiu, Shiqing and Ke, Zong}, title = {Revolutionizing Drug Discovery: Integrating Spatial Transcriptomics with Advanced Computer Vision Techniques}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4252-4258} }

HCS-DFC: A Diffusion Classifier for Mode of Action Prediction Using Morphological Profiles
Jakub Kościukiewicz,
Dawid Rymarczyk,
Bartosz Zieliński
[pdf]
[bibtex]
@InProceedings{Kosciukiewicz_2025_CVPR, author = {Ko\'sciukiewicz, Jakub and Rymarczyk, Dawid and Zieli\'nski, Bartosz}, title = {HCS-DFC: A Diffusion Classifier for Mode of Action Prediction Using Morphological Profiles}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {4246-4251} }