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Enhancing Retinal Vessel Segmentation Generalization via Layout-Aware Generative Modelling

3 March 2025

Papers citing "Enhancing Retinal Vessel Segmentation Generalization via Layout-Aware Generative Modelling"

37 / 37 papers shown

Title
TAP-VL: Text Layout-Aware Pre-training for Enriched Vision-Language Models Jonathan Fhima Elad Ben Avraham Oren Nuriel Yair Kittenplon Roy Ganz Aviad Aberdam Ron Litman VLM 60 1 0 07 Nov 2024
VascX Models: Model Ensembles for Retinal Vascular Analysis from Color Fundus Images Jose Vargas Quiros B. Liefers Karin van Garderen Jeroen Vermeulen Eyened Reading Center Sinergia Consortium C. Klaver 56 1 0 24 Sep 2024
Data Generation Using Large Language Models for Text Classification: An Empirical Case Study Yinheng Li Rogerio Bonatti Sara Abdali Justin Wagle K. Koishida SyDa 77 7 0 27 Jun 2024
Paint by Inpaint: Learning to Add Image Objects by Removing Them First Navve Wasserman Noam Rotstein Roy Ganz Ron Kimmel DiffM 94 16 0 28 Apr 2024
Disentangling representations of retinal images with generative models Sarah Muller Lisa M. Koch Hendrik P. A. Lensch Philipp Berens MedIm 62 3 0 29 Feb 2024
LUNet: Deep Learning for the Segmentation of Arterioles and Venules in High Resolution Fundus Images Jonathan Fhima Jan Van Eijgen Hana Kulenovic Valérie Debeuf Marie Vangilbergen Marie-Isaline Billen Moulin-Romsée Heloïse Brackenier Moti Freiman Ingeborg Stalmans Joachim A. Behar 38 9 0 11 Sep 2023
RVD: A Handheld Device-Based Fundus Video Dataset for Retinal Vessel Segmentation MD Wahiduzzaman Khan Hong Sheng Hu Zhang Heming Du Sen Wang ... Jack Phu A. Agar Zichen Huang M. Golzan Xin Yu 34 5 0 13 Jul 2023
Reconstructing the Mind's Eye: fMRI-to-Image with Contrastive Learning and Diffusion Priors Paul S. Scotti Atmadeep Banerjee J. Goode Stepan Shabalin A. Nguyen ... Nathalie Verlinde Elad Yundler David Weisberg K. A. Norman Tanishq Mathew Abraham DiffM 85 118 0 29 May 2023
Generation of Structurally Realistic Retinal Fundus Images with Diffusion Models Sojung Go Younghoon Ji Sang Jun Park Soochahn Lee DiffM MedIm 62 7 0 11 May 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 560 4,861 0 17 Apr 2023
DINOv2: Learning Robust Visual Features without Supervision Maxime Oquab Timothée Darcet Théo Moutakanni Huy Q. Vo Marc Szafraniec ... Hervé Jégou Julien Mairal Patrick Labatut Armand Joulin Piotr Bojanowski VLM CLIP SSL 357 3,410 0 14 Apr 2023
DLT: Conditioned layout generation with Joint Discrete-Continuous Diffusion Layout Transformer Elad Levi Eli Brosh Mykola Mykhailych Meir Perez DiffM 84 17 0 07 Mar 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 426 4,563 0 30 Jan 2023
Scalable Diffusion Models with Transformers William S. Peebles Saining Xie GNN 93 2,386 0 19 Dec 2022
Cross-Field Transformer for Diabetic Retinopathy Grading on Two-field Fundus Images Junlin Hou Jilan Xu Fan Xiao Ruiwei Zhao Yuejie Zhang H. Zou Lina Lu Wenwen Xue Rui Feng MedIm 87 10 0 26 Nov 2022
DreamFusion: Text-to-3D using 2D Diffusion Ben Poole Ajay Jain Jonathan T. Barron B. Mildenhall 155 2,429 0 29 Sep 2022
Lirot.ai: A Novel Platform for Crowd-Sourcing Retinal Image Segmentations Jonathan Fhima Jan Van Eijgen Moti Freiman Ingeborg Stalmans Joachim A. Behar 44 4 0 22 Aug 2022
PVBM: A Python Vasculature Biomarker Toolbox Based On Retinal Blood Vessel Segmentation Jonathan Fhima Jan Van Eijgen Ingeborg Stalmans Yevgeniy Men Moti Freiman Joachim A. Behar 40 6 0 31 Jul 2022
Classifier-Free Diffusion Guidance Jonathan Ho Tim Salimans FaML 193 3,898 0 26 Jul 2022
Video Diffusion Models Jonathan Ho Tim Salimans Alexey A. Gritsenko William Chan Mohammad Norouzi David J. Fleet DiffM VGen 204 1,626 0 07 Apr 2022
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 280 30,103 0 01 Mar 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 460 15,665 0 20 Dec 2021
Swin Transformer V2: Scaling Up Capacity and Resolution Ze Liu Han Hu Yutong Lin Zhuliang Yao Zhenda Xie ... Yue Cao Zheng Zhang Li Dong Furu Wei B. Guo ViT 217 1,822 0 18 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 467 7,757 0 11 Nov 2021
Palette: Image-to-Image Diffusion Models Chitwan Saharia William Chan Huiwen Chang Chris A. Lee Jonathan Ho Tim Salimans David J. Fleet Mohammad Norouzi DiffM VLM 484 1,645 0 10 Nov 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 241 7,857 0 11 May 2021
Learning to Address Intra-segment Misclassification in Retinal Imaging Yukun Zhou Moucheng Xu Yipeng Hu Hongxiang Lin Joseph Jacob P. Keane Daniel C. Alexander 56 16 0 25 Apr 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 455 21,439 0 25 Mar 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 664 41,103 0 22 Oct 2020
DiffWave: A Versatile Diffusion Model for Audio Synthesis Zhifeng Kong Ming-Yu Liu Jiaji Huang Kexin Zhao Bryan Catanzaro DiffM BDL 155 1,466 0 21 Sep 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 650 18,096 0 19 Jun 2020
G1020: A Benchmark Retinal Fundus Image Dataset for Computer-Aided Glaucoma Detection Muhammad Naseer Bajwa Gurbinder Singh Wolfgang Neumeier M. I. Malik Andreas Dengel Sheraz Ahmed 34 78 0 28 May 2020
clDice -- A Novel Topology-Preserving Loss Function for Tubular Structure Segmentation Suprosanna Shit Johannes C. Paetzold Anjany Sekuboyina Ivan Ezhov Alexander Unger A. Zhylka J. Pluim Ulrich Bauer Bjoern Menze 125 300 0 16 Mar 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 437 10,591 0 17 Feb 2020
Towards a glaucoma risk index based on simulated hemodynamics from fundus images J. Orlando J. Barbosa-Breda K. V. Keer Matthew B. Blaschko P. Blanco C. Bulant 88 80 0 25 May 2018
SGDR: Stochastic Gradient Descent with Warm Restarts I. Loshchilov Frank Hutter ODL 333 8,130 0 13 Aug 2016
Deep Unsupervised Learning using Nonequilibrium Thermodynamics Jascha Narain Sohl-Dickstein Eric A. Weiss Niru Maheswaranathan Surya Ganguli SyDa DiffM 306 7,005 0 12 Mar 2015