{"total":81,"rows":[{"id":"2211.14830","title":"Medical Image Segmentation Review: The success of U-Net","created":"2022-11-27","cited_by_count":191,"area":null},{"id":"2106.06716","title":"DS-TransUNet:Dual Swin Transformer U-Net for Medical Image Segmentation","created":"2021-06-12","cited_by_count":126,"area":null},{"id":"2207.08518","title":"HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation","created":"2022-07-18","cited_by_count":95,"area":null},{"id":"2107.05274","title":"TransAttUnet: Multi-level Attention-guided U-Net with Transformer for Medical Image Segmentation","created":"2021-07-12","cited_by_count":60,"area":null},{"id":"2303.00175","title":"A Deep Neural Architecture for Harmonizing 3-D Input Data Analysis and Decision Making in Medical Imaging","created":"2023-03-01","cited_by_count":39,"area":null},{"id":"2103.17235","title":"FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation","created":"2021-03-31","cited_by_count":36,"area":null},{"id":"2207.13415","title":"TransNorm: Transformer Provides a Strong Spatial Normalization Mechanism for a Deep Segmentation Model","created":"2022-07-27","cited_by_count":34,"area":null},{"id":"2203.01932","title":"Contextual Attention Network: Transformer Meets U-Net","created":"2022-03-02","cited_by_count":33,"area":null},{"id":"2204.02961","title":"SMU-Net: Style matching U-Net for brain tumor segmentation with missing modalities","created":"2022-04-06","cited_by_count":31,"area":null},{"id":"2310.18846","title":"INCODE: Implicit Neural Conditioning with Prior Knowledge Embeddings","created":"2023-10-28","cited_by_count":31,"area":null},{"id":"2304.00145","title":"Directional Connectivity-based Segmentation of Medical Images","created":"2023-03-31","cited_by_count":30,"area":null},{"id":"2309.00121","title":"Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation","created":"2023-08-31","cited_by_count":30,"area":null},{"id":"2201.03186","title":"MyoPS: A Benchmark of Myocardial Pathology Segmentation Combining Three-Sequence Cardiac Magnetic Resonance Images","created":"2022-01-10","cited_by_count":29,"area":null},{"id":"2212.13504","title":"DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image Segmentation","created":"2022-12-27","cited_by_count":27,"area":null},{"id":"2206.00356","title":"A Survey on Deep Learning for Skin Lesion Segmentation","created":"2022-06-01","cited_by_count":22,"area":null},{"id":"2210.16898","title":"Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation","created":"2022-10-30","cited_by_count":21,"area":null},{"id":"2107.04537","title":"Modality specific U-Net variants for biomedical image segmentation: A survey","created":"2021-07-09","cited_by_count":20,"area":null},{"id":"2204.00951","title":"A Sentinel-2 multi-year, multi-country benchmark dataset for crop classification and segmentation with deep learning","created":"2022-04-02","cited_by_count":19,"area":null},{"id":"2304.12856","title":"Retinal Vessel Segmentation via a Multi-resolution Contextual Network and Adversarial Learning","created":"2023-04-25","cited_by_count":19,"area":null},{"id":"2203.06217","title":"Medical Image Segmentation on MRI Images with Missing Modalities: A Review","created":"2022-03-11","cited_by_count":18,"area":null},{"id":"2408.03717","title":"Pick of the Bunch: Detecting Infrared Small Targets Beyond Hit-Miss Trade-Offs via Selective Rank-Aware Attention","created":"2024-08-07","cited_by_count":17,"area":null},{"id":"2310.12570","title":"DA-TransUNet: Integrating Spatial and Channel Dual Attention with Transformer U-Net for Medical Image Segmentation","created":"2023-10-19","cited_by_count":16,"area":null},{"id":"2407.15728","title":"SAM2CLIP2SAM: Vision Language Model for Segmentation of 3D CT Scans for Covid-19 Detection","created":"2024-07-22","cited_by_count":14,"area":null},{"id":"2107.12461","title":"Sharp U-Net: Depthwise Convolutional Network for Biomedical Image Segmentation","created":"2021-07-26","cited_by_count":12,"area":null},{"id":"2105.06238","title":"Multi-scale Regional Attention Deeplab3+: Multiple Myeloma Plasma Cells Segmentation in Microscopic Images","created":"2021-05-13","cited_by_count":11,"area":null},{"id":"2301.10847","title":"Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach","created":"2023-01-25","cited_by_count":11,"area":null},{"id":"2304.10864","title":"FreMIM: Fourier Transform Meets Masked Image Modeling for Medical Image Segmentation","created":"2023-04-21","cited_by_count":11,"area":null},{"id":"2309.03535","title":"Feature Enhancer Segmentation Network (FES-Net) for Vessel Segmentation","created":"2023-09-07","cited_by_count":10,"area":null},{"id":"2310.17764","title":"SynergyNet: Bridging the Gap between Discrete and Continuous Representations for Precise Medical Image Segmentation","created":"2023-10-26","cited_by_count":9,"area":null},{"id":"2312.10585","title":"ESDMR-Net: A Lightweight Network With Expand-Squeeze and Dual Multiscale Residual Connections for Medical Image Segmentation","created":"2023-12-17","cited_by_count":9,"area":null},{"id":"2405.17520","title":"Advancing Medical Image Segmentation with Mini-Net: A Lightweight Solution Tailored for Efficient Segmentation of Medical Images","created":"2024-05-27","cited_by_count":9,"area":null},{"id":"2409.03367","title":"TBConvL-Net: A Hybrid Deep Learning Architecture for Robust Medical Image Segmentation","created":"2024-09-05","cited_by_count":8,"area":null},{"id":"2310.09998","title":"SeUNet-Trans: A Simple yet Effective UNet-Transformer Model for Medical Image Segmentation","created":"2023-10-16","cited_by_count":7,"area":null},{"id":"2205.03899","title":"SoftPool++: An Encoder-Decoder Network for Point Cloud Completion","created":"2022-05-08","cited_by_count":6,"area":null},{"id":"2309.04968","title":"LMBiS-Net: A Lightweight Multipath Bidirectional Skip Connection based CNN for Retinal Blood Vessel Segmentation","created":"2023-09-10","cited_by_count":6,"area":null},{"id":"2401.07579","title":"PMFSNet: Polarized Multi-scale Feature Self-attention Network For Lightweight Medical Image Segmentation","created":"2024-01-15","cited_by_count":6,"area":null},{"id":"2408.04290","title":"Efficient and Accurate Pneumonia Detection Using a Novel Multi-Scale Transformer Approach","created":"2024-08-08","cited_by_count":6,"area":null},{"id":"2309.00143","title":"Self-supervised Semantic Segmentation: Consistency over Transformation","created":"2023-08-31","cited_by_count":5,"area":null},{"id":"2505.01854","title":"Accelerating Volumetric Medical Image Annotation via Short-Long Memory SAM 2","created":"2025-05-03","cited_by_count":5,"area":null},{"id":"2206.06341","title":"Unsupervised inter-frame motion correction for whole-body dynamic PET using convolutional long short-term memory in a convolutional neural network","created":"2022-06-13","cited_by_count":4,"area":null},{"id":"2407.18970","title":"Region Guided Attention Network for Retinal Vessel Segmentation","created":"2024-07-22","cited_by_count":4,"area":null},{"id":"2408.09687","title":"TESL-Net: A Transformer-Enhanced CNN for Accurate Skin Lesion Segmentation","created":"2024-08-19","cited_by_count":4,"area":null},{"id":"2408.12323","title":"EUIS-Net: A Convolutional Neural Network for Efficient Ultrasound Image Segmentation","created":"2024-08-22","cited_by_count":4,"area":null},{"id":"2409.01572","title":"LSSF-Net: Lightweight Segmentation with Self-Awareness, Spatial Attention, and Focal Modulation","created":"2024-09-03","cited_by_count":4,"area":null},{"id":"2504.14737","title":"SuperCL: Superpixel Guided Contrastive Learning for Medical Image Segmentation Pre-training","created":"2025-04-20","cited_by_count":4,"area":null},{"id":"2204.02943","title":"Intervertebral Disc Labeling With Learning Shape Information, A Look Once Approach","created":"2022-04-06","cited_by_count":3,"area":null},{"id":"2211.02256","title":"ISA-Net: Improved spatial attention network for PET-CT tumor segmentation","created":"2022-11-04","cited_by_count":3,"area":null},{"id":"2305.12358","title":"AutoPaint: A Self-Inpainting Method for Unsupervised Anomaly Detection","created":"2023-05-21","cited_by_count":3,"area":null},{"id":"2308.13442","title":"Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers","created":"2023-08-25","cited_by_count":3,"area":null},{"id":"2309.11876","title":"Multi-level Asymmetric Contrastive Learning for Volumetric Medical Image Segmentation Pre-training","created":"2023-09-21","cited_by_count":3,"area":null},{"id":"2504.19012","title":"Geometry-aware Active Learning of Spatiotemporal Dynamic Systems","created":"2025-04-26","cited_by_count":3,"area":null},{"id":"2509.11811","title":"LFRA-Net: A Lightweight Focal and Region-Aware Attention Network for Retinal Vessel Segmentatio","created":"2025-09-15","cited_by_count":3,"area":null},{"id":"2204.09404","title":"A Probabilistic Time-Evolving Approach to Scanpath Prediction","created":"2022-04-20","cited_by_count":2,"area":null},{"id":"2307.06420","title":"RaBiT: An Efficient Transformer using Bidirectional Feature Pyramid Network with Reverse Attention for Colon Polyp Segmentation","created":"2023-07-12","cited_by_count":2,"area":null},{"id":"2310.01593","title":"Prescribed Fire Modeling using Knowledge-Guided Machine Learning for Land Management","created":"2023-10-02","cited_by_count":2,"area":null},{"id":"2401.10373","title":"Harmonized Spatial and Spectral Learning for Robust and Generalized Medical Image Segmentation","created":"2024-01-18","cited_by_count":2,"area":null},{"id":"2410.15812","title":"FusionLungNet: Multi-scale Fusion Convolution with Refinement Network for Lung CT Image Segmentation","created":"2024-10-21","cited_by_count":2,"area":null},{"id":"2104.03549","title":"M-Net with Bidirectional ConvLSTM for Cup and Disc Segmentation in Fundus Images","created":"2021-04-08","cited_by_count":1,"area":null},{"id":"2110.06006","title":"Robust Glare Detection: Review, Analysis, and Dataset Release","created":"2021-10-12","cited_by_count":1,"area":null},{"id":"2207.04345","title":"Segmentation of Blood Vessels, Optic Disc Localization, Detection of Exudates and Diabetic Retinopathy Diagnosis from Digital Fundus Images","created":"2022-07-09","cited_by_count":1,"area":null},{"id":"2210.05167","title":"The Fast and Accurate Approach to Detection and Segmentation of Melanoma Skin Cancer using Fine-tuned Yolov3 and SegNet Based on Deep Transfer Learning","created":"2022-10-11","cited_by_count":1,"area":null},{"id":"2306.06145","title":"LDMRes-Net: Enabling Efficient Medical Image Segmentation on IoT and Edge Platforms","created":"2023-06-09","cited_by_count":1,"area":null},{"id":"2402.11179","title":"Uncertainty Quantification of Graph Convolution Neural Network Models of Evolving Processes","created":"2024-02-17","cited_by_count":1,"area":null},{"id":"2409.05420","title":"AD-Net: Attention-based dilated convolutional residual network with guided decoder for robust skin lesion segmentation","created":"2024-09-09","cited_by_count":1,"area":null},{"id":"2504.05184","title":"MSA-UNet3+: Multi-Scale Attention UNet3+ with New Supervised Prototypical Contrastive Loss for Coronary DSA Image Segmentation","created":"2025-04-07","cited_by_count":1,"area":null},{"id":"2506.01414","title":"Self-supervised Latent Space Optimization with Nebula Variational Coding","created":"2025-06-02","cited_by_count":1,"area":null},{"id":"2509.21738","title":"LFA-Net: A Lightweight Network with LiteFusion Attention for Retinal Vessel Segmentation","created":"2025-09-26","cited_by_count":1,"area":null},{"id":"2510.10188","title":"INR-Bench: A Unified Benchmark for Implicit Neural Representations in Multi-Domain Regression and Reconstruction","created":"2025-10-11","cited_by_count":1,"area":null},{"id":"2510.20933","title":"Focal Modulation and Bidirectional Feature Fusion Network for Medical Image Segmentation","created":"2025-10-23","cited_by_count":1,"area":null},{"id":"2101.08309","title":"Chest X-ray lung and heart segmentation based on minimal training sets","created":"2021-01-20","cited_by_count":0,"area":null},{"id":"2112.08232","title":"RA V-Net: Deep learning network for automated liver segmentation","created":"2021-12-15","cited_by_count":0,"area":null},{"id":"2309.02147","title":"INCEPTNET: Precise And Early Disease Detection Application For Medical Images Analyses","created":"2023-09-05","cited_by_count":0,"area":null},{"id":"2310.10187","title":"An Interpretable Deep-Learning Framework for Predicting Hospital Readmissions From Electronic Health Records","created":"2023-10-16","cited_by_count":0,"area":null},{"id":"2311.12581","title":"A Region of Interest Focused Triple UNet Architecture for Skin Lesion Segmentation","created":"2023-11-21","cited_by_count":0,"area":null},{"id":"2311.13069","title":"FuseNet: Self-Supervised Dual-Path Network for Medical Image Segmentation","created":"2023-11-22","cited_by_count":0,"area":null},{"id":"2311.14875","title":"Bayesian Neural Networks for 2D MRI Segmentation","created":"2023-11-24","cited_by_count":0,"area":null},{"id":"2410.15444","title":"MDFI-Net: Multiscale Differential Feature Interaction Network for Accurate Retinal Vessel Segmentation","created":"2024-10-20","cited_by_count":0,"area":null},{"id":"2504.03108","title":"Multi-Granularity Vision Fastformer with Fusion Mechanism for Skin Lesion Segmentation","created":"2025-04-04","cited_by_count":0,"area":null},{"id":"2602.02567","title":"IceBench-S2S: A Benchmark of Deep Learning for Challenging Subseasonal-to-Seasonal Daily Arctic Sea Ice Forecasting in Deep Latent Space","created":"2026-01-31","cited_by_count":0,"area":null},{"id":"2605.22002","title":"ConvNeXt-FD: A Fractal-Based Deep Model for Robust Biomedical Image Segmentation","created":"2026-05-21","cited_by_count":0,"area":null},{"id":"2609.08043","title":"A Quantitative Evaluation Framework for Temporal Explainability in Echocardiographic Video Segmentation","created":"2026-09-07","cited_by_count":0,"area":null}],"next_cursor":null}