Cover Image

Morph-SSL: Self-Supervision with Longitudinal Morphing to Predict AMD Progression from OCT

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chakravarty, Arunava, Emre, Taha, Leingang, Oliver, Riedl, Sophie, Mai, Julia, Scholl, Hendrik P. N., Sivaprasad, Sobha, Rueckert, Daniel, Lotery, Andrew, Schmidt-Erfurth, Ursula, Bogunović, Hrvoje
Format:	Preprint
Published:	2023
Subjects:	Image and Video Processing Artificial Intelligence Computer Vision and Pattern Recognition Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Forecasting Disease Progression with Parallel Hyperplanes in Longitudinal Retinal OCT
by: Chakravarty, Arunava, et al.
Published: (2024)

3DTINC: Time-Equivariant Non-Contrastive Learning for Predicting Disease Progression from Longitudinal OCTs
by: Emre, Taha, et al.
Published: (2023)

Stochastic Siamese MAE Pretraining for Longitudinal Medical Images
by: Emre, Taha, et al.
Published: (2025)

Learning Temporally Equivariance for Degenerative Disease Progression in OCT by Predicting Future Representations
by: Emre, Taha, et al.
Published: (2024)

Metadata-enhanced contrastive learning from retinal optical coherence tomography images
by: Holland, Robbie, et al.
Published: (2022)

Deep-learning-based clustering of OCT images for biomarker discovery in age-related macular degeneration (Pinnacle study report 4)
by: Holland, Robbie, et al.
Published: (2024)

Spatiotemporal Representation Learning for Short and Long Medical Image Time Series
by: Shen, Chengzhi, et al.
Published: (2024)

SD-RetinaNet: Topologically Constrained Semi-Supervised Retinal Lesion and Layer Segmentation in OCT
by: Fazekas, Botond, et al.
Published: (2025)

Specialized curricula for training vision-language models in retinal image analysis
by: Holland, Robbie, et al.
Published: (2024)

Automatic detection and prediction of nAMD activity change in retinal OCT using Siamese networks and Wasserstein Distance for ordinality
by: Emre, Taha, et al.
Published: (2025)

GARD: Gamma-based Anatomical Restoration and Denoising for Retinal OCT
by: Fazekas, Botond, et al.
Published: (2025)

MIRAGE: Multimodal foundation model and benchmark for comprehensive retinal OCT image analysis
by: Morano, José, et al.
Published: (2025)

RetFiner: A Vision-Language Refinement Scheme for Retinal Foundation Models
by: Fecso, Ronald, et al.
Published: (2025)

Self-supervised learning via inter-modal reconstruction and feature projection networks for label-efficient 3D-to-2D segmentation
by: Morano, José, et al.
Published: (2023)

Deep Multimodal Fusion of Data with Heterogeneous Dimensionality via Projective Networks
by: Morano, José, et al.
Published: (2024)

Correlation of retinal fluid and photoreceptor and RPE loss in neovascular AMD by automated quantification, a real‐world FRB! analysis
by: Virginia Mares, et al.
Published: (2024)

Comparative Analysis of Data Augmentation for Retinal OCT Biomarker Segmentation
by: Unterdechler, Markus, et al.
Published: (2024)

Comparison of AI‐based retinal fluid monitoring in neovascular age‐related macular degeneration with manual assessment by different eye care professionals under optimized conditions
by: Martin Michl, et al.
Published: (2025)

PSScreen V2: Partially Supervised Multiple Retinal Disease Screening
by: Zheng, Boyi, et al.
Published: (2025)

MorphGuard: Morph Specific Margin Loss for Enhancing Robustness to Face Morphing Attacks
by: Medvedev, Iurii, et al.
Published: (2025)

Culture Morph
by: Heid, Susan D.
Published: (2007)

The Library Morphs
by: Waters, John K.
Published: (2008)

CogMorph: Cognitive Morphing Attacks for Text-to-Image Models
by: Jing, Zonglei, et al.
Published: (2025)

DiffMorph: Text-less Image Morphing with Diffusion Models
by: Chatterjee, Shounak
Published: (2024)

GraphMorph: Tubular Structure Extraction by Morphing Predicted Graphs
by: Zhang, Zhao, et al.
Published: (2025)

FreeMorph: Tuning-Free Generalized Image Morphing with Diffusion Model
by: Cao, Yukang, et al.
Published: (2025)

Mix2Morph: Learning Sound Morphing from Noisy Mixes
by: Chu, Annie, et al.
Published: (2026)

SynMorph: Generating Synthetic Face Morphing Dataset with Mated Samples
by: Zhang, Haoyu, et al.
Published: (2024)

StableMorph: High-Quality Face Morph Generation with Stable Diffusion
by: Kabbani, Wassim, et al.
Published: (2025)

PhysMorph-GS: Render-Guided Volumetric Morphing with Differentiable Physics
by: Song, Chang-Yong, et al.
Published: (2025)

Exploiting Intermediate Reconstructions in Optical Coherence Tomography for Test-Time Adaption of Medical Image Segmentation
by: Pinetz, Thomas, et al.
Published: (2026)

PiPViT: Patch-based Visual Interpretable Prototypes for Retinal Image Analysis
by: Oghbaie, Marzieh, et al.
Published: (2025)

RRWNet: Recursive Refinement Network for effective retinal artery/vein segmentation and classification
by: Morano, José, et al.
Published: (2024)

The Image of Functor Morphing
by: Meir, Ehud
Published: (2026)

Effective Lagrangian Morphing
by: Balasubramanian, Rahul, et al.
Published: (2022)

Morphing etale spaces
by: Cornut, Christophe
Published: (2024)

Shape Morphing Metamaterials
by: Dudek, Krzysztof K., et al.
Published: (2025)

Morphing Attack Potential
by: Ferrara, Matteo, et al.
Published: (2022)

Exploration of Incremental Synthetic Non-Morphed Images for Single Morphing Attack Detection
by: Benavente-Rios, David, et al.
Published: (2025)

MorphFader: Enabling Fine-grained Controllable Morphing with Text-to-Audio Models
by: Kamath, Purnima, et al.
Published: (2024)