{"total":43,"rows":[{"id":"2105.00097","title":"Self-supervised Augmentation Consistency for Adapting Semantic Segmentation","created":"2021-04-30","cited_by_count":149,"area":null},{"id":"2108.06227","title":"SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for Semi-Supervised Medical Image Segmentation","created":"2021-08-13","cited_by_count":86,"area":null},{"id":"2104.04465","title":"Bootstrapping Semantic Segmentation with Regional Contrast","created":"2021-04-09","cited_by_count":80,"area":null},{"id":"2201.08657","title":"Enhancing Pseudo Label Quality for Semi-Supervised Domain-Generalized Medical Image Segmentation","created":"2022-01-21","cited_by_count":51,"area":null},{"id":"2105.07059","title":"Momentum Contrastive Voxel-wise Representation Learning for Semi-supervised Volumetric Medical Image Segmentation","created":"2021-05-14","cited_by_count":49,"area":null},{"id":"2104.13243","title":"Every Annotation Counts: Multi-label Deep Supervision for Medical Image Segmentation","created":"2021-04-27","cited_by_count":37,"area":null},{"id":"2111.12918","title":"ACPL: Anti-curriculum Pseudo-labelling for Semi-supervised Medical Image Classification","created":"2021-11-25","cited_by_count":35,"area":null},{"id":"2310.11320","title":"Towards Generic Semi-Supervised Framework for Volumetric Medical Image Segmentation","created":"2023-10-17","cited_by_count":35,"area":null},{"id":"2201.10737","title":"Class-Aware Adversarial Transformers for Medical Image Segmentation","created":"2022-01-26","cited_by_count":33,"area":null},{"id":"2112.07431","title":"Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation","created":"2021-12-14","cited_by_count":29,"area":null},{"id":"2205.03644","title":"Calibrating Label Distribution for Class-Imbalanced Barely-Supervised Knee Segmentation","created":"2022-05-07","cited_by_count":27,"area":null},{"id":"2206.01369","title":"Incremental Learning Meets Transfer Learning: Application to Multi-site Prostate MRI Segmentation","created":"2022-06-03","cited_by_count":22,"area":null},{"id":"2106.01544","title":"SSMD: Semi-Supervised Medical Image Detection with Adaptive Consistency and Heterogeneous Perturbation","created":"2021-06-03","cited_by_count":19,"area":null},{"id":"2108.00968","title":"Robust Semantic Segmentation with Superpixel-Mix","created":"2021-08-02","cited_by_count":19,"area":null},{"id":"2302.07579","title":"Semi-Supervised Deep Regression with Uncertainty Consistency and Variational Model Ensembling via Bayesian Neural Networks","created":"2023-02-15","cited_by_count":16,"area":null},{"id":"2303.12484","title":"Label-Efficient Deep Learning in Medical Image Analysis: Challenges and Future Directions","created":"2023-03-22","cited_by_count":16,"area":null},{"id":"2303.13090","title":"Orthogonal Annotation Benefits Barely-supervised Medical Image Segmentation","created":"2023-03-23","cited_by_count":15,"area":null},{"id":"2103.03629","title":"Self-supervised Mean Teacher for Semi-supervised Chest X-ray Classification","created":"2021-03-05","cited_by_count":14,"area":null},{"id":"2103.04813","title":"Boosting Semi-supervised Image Segmentation with Global and Local Mutual Information Regularization","created":"2021-03-08","cited_by_count":14,"area":null},{"id":"2106.00609","title":"Robust Mutual Learning for Semi-supervised Semantic Segmentation","created":"2021-06-01","cited_by_count":13,"area":null},{"id":"2111.11629","title":"Uncertainty-Aware Deep Co-training for Semi-supervised Medical Image Segmentation","created":"2021-11-23","cited_by_count":12,"area":null},{"id":"2210.11291","title":"Cyclical Self-Supervision for Semi-Supervised Ejection Fraction Prediction from Echocardiogram Videos","created":"2022-10-20","cited_by_count":12,"area":null},{"id":"2111.10989","title":"Exploring Feature Representation Learning for Semi-supervised Medical Image Segmentation","created":"2021-11-22","cited_by_count":11,"area":null},{"id":"2203.10196","title":"Learning Morphological Feature Perturbations for Calibrated Semi-Supervised Segmentation","created":"2022-03-19","cited_by_count":10,"area":null},{"id":"2304.07519","title":"Compete to Win: Enhancing Pseudo Labels for Barely-supervised Medical Image Segmentation","created":"2023-04-15","cited_by_count":10,"area":null},{"id":"2310.06557","title":"Data efficient deep learning for medical image analysis: A survey","created":"2023-10-10","cited_by_count":6,"area":null},{"id":"2308.05232","title":"SegMatch: A semi-supervised learning method for surgical instrument segmentation","created":"2023-08-09","cited_by_count":5,"area":null},{"id":"2307.04610","title":"SPLAL: Similarity-based pseudo-labeling with alignment loss for semi-supervised medical image classification","created":"2023-07-10","cited_by_count":4,"area":null},{"id":"2403.12695","title":"Federated Semi-supervised Learning for Medical Image Segmentation with intra-client and inter-client Consistency","created":"2024-03-19","cited_by_count":3,"area":null},{"id":"2104.11028","title":"Semi-Supervised Segmentation of Concrete Aggregate Using Consensus Regularisation and Prior Guidance","created":"2021-04-22","cited_by_count":2,"area":null},{"id":"2110.04487","title":"Colour augmentation for improved semi-supervised semantic segmentation","created":"2021-10-09","cited_by_count":2,"area":null},{"id":"2302.03296","title":"Multi-organ segmentation: a progressive exploration of learning paradigms under scarce annotation","created":"2023-02-07","cited_by_count":2,"area":null},{"id":"2305.01747","title":"Expectation Maximization Pseudo Labels","created":"2023-05-02","cited_by_count":2,"area":null},{"id":"2309.13289","title":"USL-Net: Uncertainty Self-Learning Network for Unsupervised Skin Lesion Segmentation","created":"2023-09-23","cited_by_count":2,"area":null},{"id":"2105.14314","title":"Automatic CT Segmentation from Bounding Box Annotations using Convolutional Neural Networks","created":"2021-05-29","cited_by_count":1,"area":null},{"id":"2109.09596","title":"Parameter Decoupling Strategy for Semi-supervised 3D Left Atrium Segmentation","created":"2021-09-20","cited_by_count":1,"area":null},{"id":"2110.12179","title":"MisMatch: Calibrated Segmentation via Consistency on Differential Morphological Feature Perturbations with Limited Labels","created":"2021-10-23","cited_by_count":1,"area":null},{"id":"2204.04635","title":"ConsInstancy: Learning Instance Representations for Semi-Supervised Panoptic Segmentation of Concrete Aggregate Particles","created":"2022-04-10","cited_by_count":1,"area":null},{"id":"2209.14599","title":"Online pseudo labeling for polyp segmentation with momentum networks","created":"2022-09-29","cited_by_count":1,"area":null},{"id":"2209.15451","title":"Semi-Supervised Domain Generalization for Cardiac Magnetic Resonance Image Segmentation with High Quality Pseudo Labels","created":"2022-09-30","cited_by_count":1,"area":null},{"id":"2303.01707","title":"Spatio-Temporal Structure Consistency for Semi-supervised Medical Image Classification","created":"2023-03-03","cited_by_count":0,"area":null},{"id":"2310.05082","title":"Cross-head mutual Mean-Teaching for semi-supervised medical image segmentation","created":"2023-10-08","cited_by_count":0,"area":null},{"id":"2512.24861","title":"OFL-SAM2: Prompt SAM2 with Online Few-shot Learner for Efficient Medical Image Segmentation","created":"2025-12-31","cited_by_count":0,"area":null}],"next_cursor":null}