{"total":32,"rows":[{"id":"2304.06131","title":"UniverSeg: Universal Medical Image Segmentation","created":"2023-04-12","cited_by_count":91,"area":null},{"id":"2309.04825","title":"Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer","created":"2023-09-09","cited_by_count":28,"area":null},{"id":"2401.13650","title":"Tyche: Stochastic In-Context Learning for Medical Image Segmentation","created":"2024-01-24","cited_by_count":20,"area":null},{"id":"2308.16466","title":"Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning","created":"2023-08-31","cited_by_count":18,"area":null},{"id":"2303.17051","title":"Towards Foundation Models and Few-Shot Parameter-Efficient Fine-Tuning for Volumetric Organ Segmentation","created":"2023-03-29","cited_by_count":17,"area":null},{"id":"2407.07042","title":"ProtoSAM: One-Shot Medical Image Segmentation With Foundational Models","created":"2024-07-09","cited_by_count":12,"area":null},{"id":"2403.03273","title":"DINOv2 based Self Supervised Learning For Few Shot Medical Image Segmentation","created":"2024-03-05","cited_by_count":11,"area":null},{"id":"2309.11172","title":"Partition-A-Medical-Image: Extracting Multiple Representative Sub-regions for Few-shot Medical Image Segmentation","created":"2023-09-20","cited_by_count":9,"area":null},{"id":"2409.04298","title":"RevSAM2: Prompt SAM2 for Medical Image Segmentation via Reverse-Propagation without Fine-tuning","created":"2024-09-06","cited_by_count":7,"area":null},{"id":"2501.06230","title":"BEN: Using Confidence-Guided Matting for Dichotomous Image Segmentation","created":"2025-01-08","cited_by_count":7,"area":null},{"id":"2307.14446","title":"Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach","created":"2023-07-26","cited_by_count":6,"area":null},{"id":"2403.16578","title":"SegICL: A Multimodal In-context Learning Framework for Enhanced Segmentation in Medical Imaging","created":"2024-03-25","cited_by_count":5,"area":null},{"id":"2503.04826","title":"Rethinking Few-Shot Medical Image Segmentation by SAM2: A Training-Free Framework with Augmentative Prompting and Dynamic Matching","created":"2025-03-05","cited_by_count":4,"area":null},{"id":"2401.14074","title":"ProCNS: Progressive Prototype Calibration and Noise Suppression for Weakly-Supervised Medical Image Segmentation","created":"2024-01-25","cited_by_count":3,"area":null},{"id":"2402.01031","title":"MRAnnotator: multi-Anatomy and many-Sequence MRI segmentation of 44 structures","created":"2024-02-01","cited_by_count":3,"area":null},{"id":"2402.04958","title":"Channel-Selective Normalization for Label-Shift Robust Test-Time Adaptation","created":"2024-02-07","cited_by_count":3,"area":null},{"id":"2509.02993","title":"SPENet: Self-guided Prototype Enhancement Network for Few-shot Medical Image Segmentation","created":"2025-09-03","cited_by_count":3,"area":null},{"id":"2408.14427","title":"Few-Shot 3D Volumetric Segmentation with Multi-Surrogate Fusion","created":"2024-08-26","cited_by_count":2,"area":null},{"id":"2407.19148","title":"Few-Shot Medical Image Segmentation with Large Kernel Attention","created":"2024-07-27","cited_by_count":1,"area":null},{"id":"2408.06235","title":"Correlation Weighted Prototype-based Self-Supervised One-Shot Segmentation of Medical Images","created":"2024-08-12","cited_by_count":1,"area":null},{"id":"2411.15542","title":"Hierarchical Cross-Attention Network for Virtual Try-On","created":"2024-11-23","cited_by_count":1,"area":null},{"id":"2604.23187","title":"DyABD: The Abdominal Muscle Segmentation in Dynamic MRI Benchmark","created":"2026-04-25","cited_by_count":1,"area":null},{"id":"2304.09630","title":"Few-shot Medical Image Segmentation via Cross-Reference Transformer","created":"2023-04-19","cited_by_count":0,"area":null},{"id":"2403.06471","title":"Toward Robust Canine Cardiac Diagnosis: Deep Prototype Alignment Network-Based Few-Shot Segmentation in Veterinary Medicine","created":"2024-03-11","cited_by_count":0,"area":null},{"id":"2405.07516","title":"Support-Query Prototype Fusion Network for Few-shot Medical Image Segmentation","created":"2024-05-13","cited_by_count":0,"area":null},{"id":"2406.18074","title":"Few-Shot Medical Image Segmentation with High-Fidelity Prototypes","created":"2024-06-26","cited_by_count":0,"area":null},{"id":"2412.02983","title":"Prototypical Few-Shot Medical Image Semantic Segmentation with Background Fusion","created":"2024-12-04","cited_by_count":0,"area":null},{"id":"2504.04017","title":"A Comprehensive Survey of Challenges and Opportunities of Few-Shot Learning Across Multiple Domains","created":"2025-04-05","cited_by_count":0,"area":null},{"id":"2604.23314","title":"Learning from Noisy Prompts: Saliency-Guided Prompt Distillation for Robust Segmentation with SAM","created":"2026-04-25","cited_by_count":0,"area":null},{"id":"2605.07221","title":"DINO-MVR: Multi-View Readout of Frozen DINOv3 for Annotation-Efficient Medical Segmentation","created":"2026-05-08","cited_by_count":0,"area":null},{"id":"2605.17904","title":"Beyond Euclidean Prototypes: Spectral Disentanglement and Geodesic Matching for Few-Shot Medical Image Segmentation","created":"2026-05-18","cited_by_count":0,"area":null},{"id":"2606.16325","title":"Attention-Based Prototype Calibration for Multi-Rater Few-Shot Medical Image Segmentation","created":"2026-06-15","cited_by_count":0,"area":null}],"next_cursor":null}