{"total":24,"rows":[{"id":"2102.04525","title":"Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation","created":"2021-02-08","cited_by_count":88,"area":null},{"id":"2307.13125","title":"Deep Learning Approaches for Data Augmentation in Medical Imaging: A Review","created":"2023-07-24","cited_by_count":48,"area":null},{"id":"2111.14923","title":"Equitable modelling of brain imaging by counterfactual augmentation with morphologically constrained 3D deep generative models","created":"2021-11-29","cited_by_count":36,"area":null},{"id":"2104.10603","title":"GAN-Based Data Augmentation and Anonymization for Skin-Lesion Analysis: A Critical Review","created":"2021-04-20","cited_by_count":25,"area":null},{"id":"2104.09701","title":"Free-form tumor synthesis in computed tomography images via richer generative adversarial network","created":"2021-04-20","cited_by_count":16,"area":null},{"id":"2107.09543","title":"Data synthesis and adversarial networks: A review and meta-analysis in cancer imaging","created":"2021-07-20","cited_by_count":15,"area":null},{"id":"2110.12076","title":"Applications of Generative Adversarial Networks in Anomaly Detection: A Systematic Literature Review","created":"2021-10-22","cited_by_count":15,"area":null},{"id":"2206.07081","title":"Applications of Generative Adversarial Networks in Neuroimaging and Clinical Neuroscience","created":"2022-06-14","cited_by_count":11,"area":null},{"id":"2104.05647","title":"Fruit Quality and Defect Image Classification with Conditional GAN Data Augmentation","created":"2021-04-12","cited_by_count":9,"area":null},{"id":"2305.03546","title":"Breast Cancer Immunohistochemical Image Generation: a Benchmark Dataset and Challenge Review","created":"2023-05-05","cited_by_count":7,"area":null},{"id":"2306.02019","title":"Generative Adversarial Networks for Data Augmentation","created":"2023-06-03","cited_by_count":7,"area":null},{"id":"2405.05477","title":"DynaSeg: A Deep Dynamic Fusion Method for Unsupervised Image Segmentation Incorporating Feature Similarity and Spatial Continuity","created":"2024-05-09","cited_by_count":4,"area":null},{"id":"2102.09386","title":"Enhanced Magnetic Resonance Image Synthesis with Contrast-Aware Generative Adversarial Networks","created":"2021-02-17","cited_by_count":2,"area":null},{"id":"2106.15345","title":"Where is the disease? Semi-supervised pseudo-normality synthesis from an abnormal image","created":"2021-06-24","cited_by_count":2,"area":null},{"id":"2208.05593","title":"Evaluating the Quality and Diversity of DCGAN-based Generatively Synthesized Diabetic Retinopathy Imagery","created":"2022-08-10","cited_by_count":2,"area":null},{"id":"2107.00418","title":"Supervised Segmentation with Domain Adaptation for Small Sampled Orbital CT Images","created":"2021-07-01","cited_by_count":1,"area":null},{"id":"2209.09930","title":"Deep Superpixel Generation and Clustering for Weakly Supervised Segmentation of Brain Tumors in MR Images","created":"2022-09-20","cited_by_count":1,"area":null},{"id":"2110.08509","title":"BAPGAN: GAN-based Bone Age Progression of Femur and Phalange X-ray Images","created":"2021-10-16","cited_by_count":0,"area":null},{"id":"2211.05269","title":"Generative Adversarial Networks for Weakly Supervised Generation and Evaluation of Brain Tumor Segmentations on MR Images","created":"2022-11-10","cited_by_count":0,"area":null},{"id":"2211.06250","title":"Disentangled Uncertainty and Out of Distribution Detection in Medical Generative Models","created":"2022-11-11","cited_by_count":0,"area":null},{"id":"2511.17614","title":"HSMix: Hard and Soft Mixing Data Augmentation for Medical Image Segmentation","created":"2025-11-18","cited_by_count":0,"area":null},{"id":"2512.20669","title":"Improving Cardiac Risk Prediction Using Data Generation Techniques","created":"2025-12-19","cited_by_count":0,"area":null},{"id":"2609.21698","title":"Diffusion-Based Tumor Inpainting for Renal Segmentation under Clinical Data Scarcity","created":"2026-09-18","cited_by_count":0,"area":null},{"id":"2610.15077","title":"BrainAid: Efficient Brain Tumor Detection Using Lightweight CNNs and Explainable AI for Resource-Constrained Environments","created":"2026-10-10","cited_by_count":0,"area":null}],"next_cursor":null}