{"total":187,"rows":[{"id":"2307.08388","title":"Dynamic Snake Convolution based on Topological Geometric Constraints for Tubular Structure Segmentation","created":"2023-07-17","cited_by_count":84,"area":null},{"id":"2103.09992","title":"Topology-Aware Segmentation Using Discrete Morse Theory","created":"2021-03-18","cited_by_count":75,"area":null},{"id":"2402.08871","title":"Position: Topological Deep Learning is the New Frontier for Relational Learning","created":"2024-02-14","cited_by_count":66,"area":null},{"id":"2211.01607","title":"ImageCAS: A Large-Scale Dataset and Benchmark for Coronary Artery Segmentation based on Computed Tomography Angiography Images","created":"2022-11-03","cited_by_count":55,"area":null},{"id":"2312.17670","title":"The TopCoW Challenge -- Topology-Aware Circle of Willis Segmentation for CT and MR Angiography","created":"2023-12-29","cited_by_count":50,"area":null},{"id":"2211.15272","title":"Topologically faithful image segmentation via induced matching of persistence barcodes","created":"2022-11-28","cited_by_count":49,"area":null},{"id":"2404.03010","title":"Skeleton Recall Loss for Connectivity Conserving and Resource Efficient Segmentation of Thin Tubular Structures","created":"2024-04-03","cited_by_count":43,"area":null},{"id":"2102.10255","title":"Link Prediction with Persistent Homology: An Interactive View","created":"2021-02-20","cited_by_count":37,"area":null},{"id":"2106.06469","title":"Topological Detection of Trojaned Neural Networks","created":"2021-06-11","cited_by_count":34,"area":null},{"id":"2302.03836","title":"Topological Deep Learning: A Review of an Emerging Paradigm","created":"2023-02-08","cited_by_count":34,"area":null},{"id":"2306.05671","title":"Topology-Aware Uncertainty for Image Segmentation","created":"2023-06-09","cited_by_count":32,"area":null},{"id":"2304.00145","title":"Directional Connectivity-based Segmentation of Medical Images","created":"2023-03-31","cited_by_count":30,"area":null},{"id":"2207.09654","title":"Learning Topological Interactions for Multi-Class Medical Image Segmentation","created":"2022-07-20","cited_by_count":28,"area":null},{"id":"2407.01517","title":"Centerline Boundary Dice Loss for Vascular Segmentation","created":"2024-07-01","cited_by_count":27,"area":null},{"id":"2112.07812","title":"Structure-Aware Image Segmentation with Homotopy Warping","created":"2021-12-15","cited_by_count":24,"area":null},{"id":"2110.02510","title":"Cycle Representation Learning for Inductive Relation Prediction","created":"2021-10-06","cited_by_count":23,"area":null},{"id":"2311.06152","title":"Going beyond persistent homology using persistent homology","created":"2023-11-10","cited_by_count":22,"area":null},{"id":"2107.12689","title":"A persistent homology-based topological loss for CNN-based multi-class segmentation of CMR","created":"2021-07-27","cited_by_count":21,"area":null},{"id":"2206.01742","title":"Learning Probabilistic Topological Representations Using Discrete Morse Theory","created":"2022-06-03","cited_by_count":20,"area":null},{"id":"2206.10551","title":"On the effectiveness of persistent homology","created":"2022-06-21","cited_by_count":20,"area":null},{"id":"2407.09468","title":"Beyond Euclid: An Illustrated Guide to Modern Machine Learning with Geometric, Topological, and Algebraic Structures","created":"2024-07-12","cited_by_count":20,"area":null},{"id":"2110.14593","title":"TA-Net: Topology-Aware Network for Gland Segmentation","created":"2021-10-27","cited_by_count":17,"area":null},{"id":"2201.12032","title":"Neural Approximation of Graph Topological Features","created":"2022-01-28","cited_by_count":17,"area":null},{"id":"2411.03228","title":"Topograph: An efficient Graph-Based Framework for Strictly Topology Preserving Image Segmentation","created":"2024-11-05","cited_by_count":17,"area":null},{"id":"2101.07721","title":"A survey on shape-constraint deep learning for medical image segmentation","created":"2021-01-19","cited_by_count":16,"area":null},{"id":"2203.01703","title":"Capturing Shape Information with Multi-Scale Topological Loss Terms for 3D Reconstruction","created":"2022-03-03","cited_by_count":14,"area":null},{"id":"2302.04308","title":"Enhancing Modality-Agnostic Representations via Meta-Learning for Brain Tumor Segmentation","created":"2023-02-08","cited_by_count":14,"area":null},{"id":"2105.06049","title":"TopoTxR: A Topological Biomarker for Predicting Treatment Response in Breast Cancer","created":"2021-05-13","cited_by_count":13,"area":null},{"id":"2407.14754","title":"Representing Topological Self-Similarity Using Fractal Feature Maps for Accurate Segmentation of Tubular Structures","created":"2024-07-20","cited_by_count":13,"area":null},{"id":"2202.12587","title":"Local Intensity Order Transformation for Robust Curvilinear Object Segmentation","created":"2022-02-25","cited_by_count":12,"area":null},{"id":"2205.11115","title":"DTU-Net: Learning Topological Similarity for Curvilinear Structure Segmentation","created":"2022-05-23","cited_by_count":12,"area":null},{"id":"2304.12223","title":"Topology-Aware Focal Loss for 3D Image Segmentation","created":"2023-04-24","cited_by_count":12,"area":null},{"id":"2402.14009","title":"Geometry-Informed Neural Networks","created":"2024-02-21","cited_by_count":12,"area":null},{"id":"2403.11001","title":"Topologically Faithful Multi-class Segmentation in Medical Images","created":"2024-03-16","cited_by_count":12,"area":null},{"id":"2311.16447","title":"Semi-supervised Segmentation of Histopathology Images with Noise-Aware Topological Consistency","created":"2023-11-28","cited_by_count":11,"area":null},{"id":"2403.16732","title":"Enabling Uncertainty Estimation in Iterative Neural Networks","created":"2024-03-25","cited_by_count":11,"area":null},{"id":"2110.06295","title":"Persistent Homology with Improved Locality Information for more Effective Delineation","created":"2021-10-12","cited_by_count":10,"area":null},{"id":"2210.03299","title":"A Learning-based Framework for Topology-Preserving Segmentation using Quasiconformal Mappings","created":"2022-10-07","cited_by_count":10,"area":null},{"id":"2107.11920","title":"CP-loss: Connectivity-preserving Loss for Road Curb Detection in Autonomous Driving with Aerial Images","created":"2021-07-26","cited_by_count":9,"area":null},{"id":"2303.05745","title":"Multi-site, Multi-domain Airway Tree Modeling (ATM'22): A Public Benchmark for Pulmonary Airway Segmentation","created":"2023-03-10","cited_by_count":9,"area":null},{"id":"2404.18539","title":"Enhancing Boundary Segmentation for Topological Accuracy with Skeleton-based Methods","created":"2024-04-29","cited_by_count":9,"area":null},{"id":"2507.21328","title":"GLCP: Global-to-Local Connectivity Preservation for Tubular Structure Segmentation","created":"2025-07-28","cited_by_count":9,"area":null},{"id":"2101.00698","title":"Cycle Registration in Persistent Homology with Applications in Topological Bootstrap","created":"2021-01-03","cited_by_count":8,"area":null},{"id":"2209.05774","title":"PointScatter: Point Set Representation for Tubular Structure Extraction","created":"2022-09-13","cited_by_count":8,"area":null},{"id":"2311.14333","title":"Cycle Invariant Positional Encoding for Graph Representation Learning","created":"2023-11-24","cited_by_count":8,"area":null},{"id":"2312.13116","title":"VSR-Net: Vessel-like Structure Rehabilitation Network with Graph Clustering","created":"2023-12-20","cited_by_count":8,"area":null},{"id":"2407.04683","title":"Efficient Betti Matching Enables Topology-Aware 3D Segmentation via Persistent Homology","created":"2024-07-05","cited_by_count":8,"area":null},{"id":"2412.02076","title":"Topology-Preserving Image Segmentation with Spatial-Aware Persistent Feature Matching","created":"2024-12-03","cited_by_count":8,"area":null},{"id":"2508.06981","title":"Structure-Preserving Digital Twins via Conditional Neural Whitney Forms","created":"2025-08-09","cited_by_count":8,"area":null},{"id":"2107.13542","title":"TEDS-Net: Enforcing Diffeomorphisms in Spatial Transformers to Guarantee Topology Preservation in Segmentations","created":"2021-07-28","cited_by_count":7,"area":null},{"id":"2304.02255","title":"Topology-Guided Multi-Class Cell Context Generation for Digital Pathology","created":"2023-04-05","cited_by_count":7,"area":null},{"id":"2205.08706","title":"SemiCurv: Semi-Supervised Curvilinear Structure Segmentation","created":"2022-05-18","cited_by_count":6,"area":null},{"id":"2405.18820","title":"Diffeomorphic interpolation for efficient persistence-based topological optimization","created":"2024-05-29","cited_by_count":6,"area":null},{"id":"2406.10519","title":"Self Pre-training with Topology- and Spatiality-aware Masked Autoencoders for 3D Medical Image Segmentation","created":"2024-06-15","cited_by_count":6,"area":null},{"id":"2412.16619","title":"Topology-Aware 3D Gaussian Splatting: Leveraging Persistent Homology for Optimized Structural Integrity","created":"2024-12-21","cited_by_count":6,"area":null},{"id":"2501.09178","title":"Enhancing Graph Representation Learning with Localized Topological Features","created":"2025-01-15","cited_by_count":6,"area":null},{"id":"2509.22432","title":"The Flood Complex: Large-Scale Persistent Homology on Millions of Points","created":"2025-09-26","cited_by_count":6,"area":null},{"id":"2601.02273","title":"TopoLoRA-SAM: Topology-Aware Parameter-Efficient Adaptation of Foundation Segmenters for Thin-Structure and Cross-Domain Binary Semantic Segmentation","created":"2026-01-05","cited_by_count":6,"area":null},{"id":"2109.00530","title":"A Gradient Sampling Algorithm for Stratified Maps with Applications to Topological Data Analysis","created":"2021-09-01","cited_by_count":5,"area":null},{"id":"2112.00101","title":"Fast Topological Clustering with Wasserstein Distance","created":"2021-11-30","cited_by_count":5,"area":null},{"id":"2309.08241","title":"Topological Node2vec: Enhanced Graph Embedding via Persistent Homology","created":"2023-09-15","cited_by_count":5,"area":null},{"id":"2311.04592","title":"On Characterizing the Evolution of Embedding Space of Neural Networks using Algebraic Topology","created":"2023-11-08","cited_by_count":5,"area":null},{"id":"2506.05820","title":"DeformCL: Learning Deformable Centerline Representation for Vessel Extraction in 3D Medical Image","created":"2025-06-06","cited_by_count":5,"area":null},{"id":"2507.23763","title":"Topology Optimization in Medical Image Segmentation with Fast Euler Characteristic","created":"2025-07-31","cited_by_count":5,"area":null},{"id":"2110.15188","title":"The magnitude vector of images","created":"2021-10-28","cited_by_count":4,"area":null},{"id":"2202.13331","title":"Topology-Preserving Segmentation Network: A Deep Learning Segmentation Framework for Connected Component","created":"2022-02-27","cited_by_count":4,"area":null},{"id":"2207.04220","title":"Rethinking Persistent Homology for Visual Recognition","created":"2022-07-09","cited_by_count":4,"area":null},{"id":"2411.01403","title":"TPOT: Topology Preserving Optimal Transport in Retinal Fundus Image Enhancement","created":"2024-11-03","cited_by_count":4,"area":null},{"id":"2202.01782","title":"Retinal Vessel Segmentation with Pixel-wise Adaptive Filters","created":"2022-02-03","cited_by_count":3,"area":null},{"id":"2207.06832","title":"Enforcing connectivity of 3D linear structures using their 2D projections","created":"2022-07-14","cited_by_count":3,"area":null},{"id":"2207.10607","title":"Deep Statistic Shape Model for Myocardium Segmentation","created":"2022-07-21","cited_by_count":3,"area":null},{"id":"2211.06578","title":"Affinity Feature Strengthening for Accurate, Complete and Robust Vessel Segmentation","created":"2022-11-12","cited_by_count":3,"area":null},{"id":"2307.02509","title":"Wasserstein Auto-Encoders of Merge Trees (and Persistence Diagrams)","created":"2023-07-05","cited_by_count":3,"area":null},{"id":"2309.08727","title":"Segmentation of Tubular Structures Using Iterative Training with Tailored Samples","created":"2023-09-15","cited_by_count":3,"area":null},{"id":"2311.03087","title":"Persistent Homology for High-dimensional Data Based on Spectral Methods","created":"2023-11-06","cited_by_count":3,"area":null},{"id":"2409.09796","title":"Universal Topology Refinement for Medical Image Segmentation with Polynomial Feature Synthesis","created":"2024-09-15","cited_by_count":3,"area":null},{"id":"2411.03464","title":"TopoTxR: A topology-guided deep convolutional network for breast parenchyma learning on DCE-MRIs","created":"2024-11-05","cited_by_count":3,"area":null},{"id":"2411.16714","title":"TPIE: Topology-Preserved Image Editing With Text Instructions","created":"2024-11-22","cited_by_count":3,"area":null},{"id":"2501.01022","title":"Efficient Connectivity-Preserving Instance Segmentation with Supervoxel-Based Loss Function","created":"2025-01-02","cited_by_count":3,"area":null},{"id":"2502.06987","title":"Universal Vessel Segmentation for Multi-Modality Retinal Images","created":"2025-02-10","cited_by_count":3,"area":null},{"id":"2510.01532","title":"MATCH: Multi-faceted Adaptive Topo-Consistency for Semi-Supervised Histopathology Segmentation","created":"2025-10-02","cited_by_count":3,"area":null},{"id":"2101.05201","title":"Optimisation of Spectral Wavelets for Persistence-based Graph Classification","created":"2021-01-10","cited_by_count":2,"area":null},{"id":"2104.01672","title":"Topological Information Retrieval with Dilation-Invariant Bottleneck Comparative Measures","created":"2021-04-04","cited_by_count":2,"area":null},{"id":"2105.03045","title":"GANTL: Towards Practical and Real-Time Topology Optimization with Conditional GANs and Transfer Learning","created":"2021-05-07","cited_by_count":2,"area":null},{"id":"2109.12755","title":"Abstraction, Reasoning and Deep Learning: A Study of the \"Look and Say\" Sequence","created":"2021-09-27","cited_by_count":2,"area":null},{"id":"2202.03430","title":"A Topology-Attention ConvLSTM Network and Its Application to EM Images","created":"2022-02-07","cited_by_count":2,"area":null},{"id":"2206.02946","title":"On the Convergence of Optimizing Persistent-Homology-Based Losses","created":"2022-06-06","cited_by_count":2,"area":null},{"id":"2305.08462","title":"Not All Pixels Are Equal: Learning Pixel Hardness for Semantic Segmentation","created":"2023-05-15","cited_by_count":2,"area":null},{"id":"2307.03137","title":"Topology-Aware Loss for Aorta and Great Vessel Segmentation in Computed Tomography Images","created":"2023-07-06","cited_by_count":2,"area":null},{"id":"2307.07245","title":"FreeCOS: Self-Supervised Learning from Fractals and Unlabeled Images for Curvilinear Object Segmentation","created":"2023-07-14","cited_by_count":2,"area":null},{"id":"2307.08716","title":"Pairwise-Constrained Implicit Functions for 3D Human Heart Modelling","created":"2023-07-16","cited_by_count":2,"area":null},{"id":"2402.15058","title":"Mixup Barcodes: Quantifying Geometric-Topological Interactions between Point Clouds","created":"2024-02-23","cited_by_count":2,"area":null},{"id":"2407.17786","title":"Topology-Preserving Downsampling of Binary Images","created":"2024-07-25","cited_by_count":2,"area":null},{"id":"2409.14161","title":"When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning","created":"2024-09-21","cited_by_count":2,"area":null},{"id":"2502.11731","title":"GraphMorph: Tubular Structure Extraction by Morphing Predicted Graphs","created":"2025-02-17","cited_by_count":2,"area":null},{"id":"2504.00753","title":"CAPE: Connectivity-Aware Path Enforcement Loss for Curvilinear Structure Delineation","created":"2025-04-01","cited_by_count":2,"area":null},{"id":"2508.01574","title":"TopoImages: Incorporating Local Topology Encoding into Deep Learning Models for Medical Image Classification","created":"2025-08-03","cited_by_count":2,"area":null},{"id":"2509.07213","title":"XBusNet: Text-Guided Breast Ultrasound Segmentation via Multimodal Vision-Language Learning","created":"2025-09-08","cited_by_count":2,"area":null},{"id":"2512.13397","title":"rNCA: Self-Repairing Segmentation Masks","created":"2025-12-15","cited_by_count":2,"area":null},{"id":"2601.11409","title":"Topology-Guaranteed Image Segmentation: Enforcing Connectivity, Genus, and Width Constraints","created":"2026-01-16","cited_by_count":2,"area":null}],"next_cursor":"100"}