{"total":40,"rows":[{"id":"2210.04620","title":"FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings","created":"2022-10-10","cited_by_count":125,"area":null},{"id":"2402.02460","title":"Review of multimodal machine learning approaches in healthcare","created":"2024-02-04","cited_by_count":31,"area":null},{"id":"2102.01284","title":"Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion Classification","created":"2021-02-02","cited_by_count":23,"area":null},{"id":"2208.10013","title":"FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning","created":"2022-08-22","cited_by_count":22,"area":null},{"id":"2208.12232","title":"A survey, review, and future trends of skin lesion segmentation and classification","created":"2022-08-25","cited_by_count":21,"area":null},{"id":"2105.03358","title":"Soft-Attention Improves Skin Cancer Classification Performance","created":"2021-05-05","cited_by_count":15,"area":null},{"id":"2206.15186","title":"Out-of-Distribution Detection for Long-tailed and Fine-grained Skin Lesion Images","created":"2022-06-30","cited_by_count":10,"area":null},{"id":"2304.05163","title":"Self-supervision for medical image classification: state-of-the-art performance with ~100 labeled training samples per class","created":"2023-04-11","cited_by_count":7,"area":null},{"id":"2104.00201","title":"Graph-Based Intercategory and Intermodality Network for Multilabel Classification and Melanoma Diagnosis of Skin Lesions in Dermoscopy and Clinical Images","created":"2021-04-01","cited_by_count":6,"area":null},{"id":"2112.10988","title":"Mapping industrial poultry operations at scale with deep learning and aerial imagery","created":"2021-12-21","cited_by_count":6,"area":null},{"id":"2206.04170","title":"CASS: Cross Architectural Self-Supervision for Medical Image Analysis","created":"2022-06-08","cited_by_count":6,"area":null},{"id":"2308.08669","title":"SkinDistilViT: Lightweight Vision Transformer for Skin Lesion Classification","created":"2023-08-16","cited_by_count":5,"area":null},{"id":"2409.04975","title":"PatchAlign:Fair and Accurate Skin Disease Image Classification by Alignment with Clinical Labels","created":"2024-09-08","cited_by_count":5,"area":null},{"id":"2102.01824","title":"Dermo-DOCTOR: A framework for concurrent skin lesion detection and recognition using a deep convolutional neural network with end-to-end dual encoders","created":"2021-02-03","cited_by_count":4,"area":null},{"id":"2103.03703","title":"Semi-Supervised Federated Peer Learning for Skin Lesion Classification","created":"2021-03-05","cited_by_count":4,"area":null},{"id":"2205.04326","title":"Deeply Supervised Skin Lesions Diagnosis with Stage and Branch Attention","created":"2022-05-09","cited_by_count":4,"area":null},{"id":"2105.06141","title":"A hybrid machine learning/deep learning COVID-19 severity predictive model from CT images and clinical data","created":"2021-05-13","cited_by_count":3,"area":null},{"id":"2112.12086","title":"Improved skin lesion recognition by a Self-Supervised Curricular Deep Learning approach","created":"2021-12-22","cited_by_count":2,"area":null},{"id":"2308.10064","title":"Efficient Representation Learning for Healthcare with Cross-Architectural Self-Supervision","created":"2023-08-19","cited_by_count":2,"area":null},{"id":"2110.05976","title":"Early Melanoma Diagnosis with Sequential Dermoscopic Images","created":"2021-10-12","cited_by_count":1,"area":null},{"id":"2212.06130","title":"Siamese Neural Networks for Skin Cancer Classification and New Class Detection using Clinical and Dermoscopic Image Datasets","created":"2022-12-12","cited_by_count":1,"area":null},{"id":"2308.09411","title":"Metadata Improves Segmentation Through Multitasking Elicitation","created":"2023-08-18","cited_by_count":1,"area":null},{"id":"2607.00144","title":"A Mechanism-Driven Theory of Phase Transitions in Active Learning","created":"2026-06-30","cited_by_count":1,"area":null},{"id":"2102.09199","title":"Minimizing false negative rate in melanoma detection and providing insight into the causes of classification","created":"2021-02-18","cited_by_count":0,"area":null},{"id":"2103.02198","title":"Bulk Production Augmentation Towards Explainable Melanoma Diagnosis","created":"2021-03-03","cited_by_count":0,"area":null},{"id":"2103.03788","title":"Loss Estimators Improve Model Generalization","created":"2021-03-05","cited_by_count":0,"area":null},{"id":"2111.01505","title":"Out of distribution detection for skin and malaria images","created":"2021-11-02","cited_by_count":0,"area":null},{"id":"2111.04807","title":"Unsupervised Approaches for Out-Of-Distribution Dermoscopic Lesion Detection","created":"2021-11-08","cited_by_count":0,"area":null},{"id":"2206.13626","title":"Patch Selection for Melanoma Classification","created":"2022-06-27","cited_by_count":0,"area":null},{"id":"2212.03481","title":"Bringing the Algorithms to the Data -- Secure Distributed Medical Analytics using the Personal Health Train (PHT-meDIC)","created":"2022-12-07","cited_by_count":0,"area":null},{"id":"2301.12025","title":"Cross-Architectural Positive Pairs improve the effectiveness of Self-Supervised Learning","created":"2023-01-27","cited_by_count":0,"area":null},{"id":"2501.06887","title":"MedGrad E-CLIP: Enhancing Trust and Transparency in AI-Driven Skin Lesion Diagnosis","created":"2025-01-12","cited_by_count":0,"area":null},{"id":"2509.22712","title":"Achieving Fair Skin Lesion Detection through Skin Tone Normalization and Channel Pruning","created":"2025-09-24","cited_by_count":0,"area":null},{"id":"2511.00246","title":"Melanoma Classification Through Deep Ensemble Learning and Explainable AI","created":"2025-10-31","cited_by_count":0,"area":null},{"id":"2512.09289","title":"MelanomaNet: Explainable Deep Learning for Skin Lesion Classification","created":"2025-12-10","cited_by_count":0,"area":null},{"id":"2601.00286","title":"Towards Automated Differential Diagnosis of Skin Diseases Using Deep Learning and Imbalance-Aware Strategies","created":"2026-01-01","cited_by_count":0,"area":null},{"id":"2606.17504","title":"Two-Stage Fine-Tuning of ResNet50 for High-Sensitivity Melanoma Detection on Dermoscopic Images","created":"2026-06-11","cited_by_count":0,"area":null},{"id":"2608.03511","title":"How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification","created":"2026-08-04","cited_by_count":0,"area":null},{"id":"2609.29592","title":"QINA: Quantum-Inspired Nonlinear Adapters for Pretrained Vision Models","created":"2026-09-01","cited_by_count":0,"area":null},{"id":"2609.33176","title":"ABO-Med: Accelerated Bilevel Optimization for Few-Shot Medical Image Classification","created":"2026-09-27","cited_by_count":0,"area":null}],"next_cursor":null}