Self-supervised Pretraining of Cell Segmentation Models
Fuente:
arXiv
Saved in:
| Main Authors: | Stillwagon, Kaden, VandeLoo, Alexandra Dunnum, Magondu, Benjamin, Forest, Craig R. |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
ShapeEmbed: a self-supervised learning framework for 2D contour quantification
by: Romero, Anna Foix, et al.
Published: (2025)
by: Romero, Anna Foix, et al.
Published: (2025)
CellSeg1: Robust Cell Segmentation with One Training Image
by: Zhou, Peilin, et al.
Published: (2024)
by: Zhou, Peilin, et al.
Published: (2024)
A study of animal action segmentation algorithms across supervised, unsupervised, and semi-supervised learning paradigms
by: Blau, Ari, et al.
Published: (2024)
by: Blau, Ari, et al.
Published: (2024)
Evaluating Cell Type Inference in Vision Language Models Under Varying Visual Context
by: Singhal, Samarth, et al.
Published: (2025)
by: Singhal, Samarth, et al.
Published: (2025)
Open Source Infrastructure for Automatic Cell Segmentation
by: Menezes, Aaron Rock, et al.
Published: (2024)
by: Menezes, Aaron Rock, et al.
Published: (2024)
Fully Automated CTC Detection, Segmentation and Classification for Multi-Channel IF Imaging
by: Schwab, Evan, et al.
Published: (2024)
by: Schwab, Evan, et al.
Published: (2024)
Addressing Annotation Scarcity in Hyperspectral Brain Image Segmentation with Unsupervised Domain Adaptation
by: Mach, Tim, et al.
Published: (2025)
by: Mach, Tim, et al.
Published: (2025)
Cluster-First Labelling: An Automated Pipeline for Segmentation and Morphological Clustering in Histology Whole Slide Images
by: Ahmad, Muhammad Haseeb, et al.
Published: (2026)
by: Ahmad, Muhammad Haseeb, et al.
Published: (2026)
Automated Classification of Cell Shapes: A Comparative Evaluation of Shape Descriptors
by: Vadori, Valentina, et al.
Published: (2024)
by: Vadori, Valentina, et al.
Published: (2024)
Revisiting the Role of Foundation Models in Cell-Level Histopathological Image Analysis under Small-Patch Constraints -- Effects of Training Data Scale and Blur Perturbations on CNNs and Vision Transformers
by: Kagiyama, Hiroki, et al.
Published: (2026)
by: Kagiyama, Hiroki, et al.
Published: (2026)
Automated Lesion Segmentation of Stroke MRI Using nnU-Net: A Comprehensive External Validation Across Acute and Chronic Lesions
by: Truzman, Tammar, et al.
Published: (2026)
by: Truzman, Tammar, et al.
Published: (2026)
Self-supervised large-scale kidney abnormality detection in drug safety assessment studies
by: Slootweg, Ivan, et al.
Published: (2025)
by: Slootweg, Ivan, et al.
Published: (2025)
Identity-Aware U-Net: Fine-grained Cell Segmentation via Identity-Aware Representation Learning
by: Xiao, Rui
Published: (2026)
by: Xiao, Rui
Published: (2026)
Foundation Models in Dermatopathology: Skin Tissue Classification
by: Gupta, Riya, et al.
Published: (2025)
by: Gupta, Riya, et al.
Published: (2025)
Towards the Discovery of Down Syndrome Brain Biomarkers Using Generative Models
by: Malé, Jordi, et al.
Published: (2024)
by: Malé, Jordi, et al.
Published: (2024)
TflosYOLO+TFSC: An Accurate and Robust Model for Estimating Flower Count and Flowering Period
by: Mi, Qianxi, et al.
Published: (2025)
by: Mi, Qianxi, et al.
Published: (2025)
Predictive Modeling, Pattern Recognition, and Spatiotemporal Representations of Plant Growth in Simulated and Controlled Environments: A Comprehensive Review
by: Debbagh, Mohamed, et al.
Published: (2024)
by: Debbagh, Mohamed, et al.
Published: (2024)
Bioimpedance a Diagnostic Tool for Tobacco Induced Oral Lesions: a Mixed Model cross-sectional study
by: Gupta, Vaibhav, et al.
Published: (2024)
by: Gupta, Vaibhav, et al.
Published: (2024)
How To Make Your Cell Tracker Say "I dunno!"
by: Paul, Richard D., et al.
Published: (2025)
by: Paul, Richard D., et al.
Published: (2025)
TrackStudio: An Integrated Toolkit for Markerless Tracking
by: Dimitrov, Hristo, et al.
Published: (2025)
by: Dimitrov, Hristo, et al.
Published: (2025)
Joint 3D Point Cloud Segmentation using Real-Sim Loop: From Panels to Trees and Branches
by: Qiu, Tian, et al.
Published: (2025)
by: Qiu, Tian, et al.
Published: (2025)
Multi-scale fMRI time series analysis for understanding neurodegeneration in MCI
by: R., Ammu, et al.
Published: (2024)
by: R., Ammu, et al.
Published: (2024)
DiffuPT: Class Imbalance Mitigation for Glaucoma Detection via Diffusion Based Generation and Model Pretraining
by: Nawar, Youssof, et al.
Published: (2024)
by: Nawar, Youssof, et al.
Published: (2024)
Near-perfect photo-ID of the Hula painted frog with zero-shot deep local-feature matching
by: Yesharim, Maayan, et al.
Published: (2026)
by: Yesharim, Maayan, et al.
Published: (2026)
An uncertainty-aware framework for data-efficient multi-view animal pose estimation
by: Aharon, Lenny, et al.
Published: (2025)
by: Aharon, Lenny, et al.
Published: (2025)
SegmentAnyBone: A Universal Model that Segments Any Bone at Any Location on MRI
by: Gu, Hanxue, et al.
Published: (2024)
by: Gu, Hanxue, et al.
Published: (2024)
Generalizable Cervical Cancer Screening via Large-scale Pretraining and Test-Time Adaptation
by: Jiang, Hao, et al.
Published: (2025)
by: Jiang, Hao, et al.
Published: (2025)
Topology-Guided Biomechanical Profiling: A White-Box Framework for Opportunistic Screening of Spinal Instability on Routine CT
by: Ye, Zanting, et al.
Published: (2026)
by: Ye, Zanting, et al.
Published: (2026)
Semi-Supervised Domain Adaptation with Latent Diffusion for Pathology Image Classification
by: Zhang, Tengyue, et al.
Published: (2026)
by: Zhang, Tengyue, et al.
Published: (2026)
CHRep: Cross-modal Histology Representation and Post-hoc Calibration for Spatial Gene Expression Prediction
by: Wang, Changfan, et al.
Published: (2026)
by: Wang, Changfan, et al.
Published: (2026)
PhyloSDF: Phylogenetically-Conditioned Neural Generation of 3D Skull Morphology via Residual Flow Matching
by: Lau, Kaikwan, et al.
Published: (2026)
by: Lau, Kaikwan, et al.
Published: (2026)
UCell: rethinking generalizability and scaling of bio-medical vision models
by: Kuang, Nicholas, et al.
Published: (2026)
by: Kuang, Nicholas, et al.
Published: (2026)
A 30-item Test for Assessing Chinese Character Amnesia in Child Handwriters
by: Xu, Zebo, et al.
Published: (2026)
by: Xu, Zebo, et al.
Published: (2026)
An Interpretable Vision Transformer as a Fingerprint-Based Diagnostic Aid for Kabuki and Wiedemann-Steiner Syndromes
by: Lionts, Marilyn, et al.
Published: (2026)
by: Lionts, Marilyn, et al.
Published: (2026)
Tracking Feral Horses in Aerial Video Using Oriented Bounding Boxes
by: Takizawa, Saeko, et al.
Published: (2026)
by: Takizawa, Saeko, et al.
Published: (2026)
Nyxus: A Next Generation Image Feature Extraction Library for the Big Data and AI Era
by: Schaub, Nicholas, et al.
Published: (2026)
by: Schaub, Nicholas, et al.
Published: (2026)
Detection and Identification of Penguins Using Appearance and Motion Features
by: Seko, Kasumi, et al.
Published: (2026)
by: Seko, Kasumi, et al.
Published: (2026)
Quantitative Evaluation of the Saliency Map for Alzheimer's Disease Classifier with Anatomical Segmentation
by: Zhang, Yihan, et al.
Published: (2024)
by: Zhang, Yihan, et al.
Published: (2024)
A co-evolving agentic AI system for medical imaging analysis
by: Li, Songhao, et al.
Published: (2025)
by: Li, Songhao, et al.
Published: (2025)
Behavioural Classification in C. elegans: a Spatio-Temporal Analysis of Locomotion
by: Antonic, Nemanja, et al.
Published: (2025)
by: Antonic, Nemanja, et al.
Published: (2025)
Similar Items
-
ShapeEmbed: a self-supervised learning framework for 2D contour quantification
by: Romero, Anna Foix, et al.
Published: (2025) -
CellSeg1: Robust Cell Segmentation with One Training Image
by: Zhou, Peilin, et al.
Published: (2024) -
A study of animal action segmentation algorithms across supervised, unsupervised, and semi-supervised learning paradigms
by: Blau, Ari, et al.
Published: (2024) -
Evaluating Cell Type Inference in Vision Language Models Under Varying Visual Context
by: Singhal, Samarth, et al.
Published: (2025) -
Open Source Infrastructure for Automatic Cell Segmentation
by: Menezes, Aaron Rock, et al.
Published: (2024)