| Detecting Melanoma Fairly: Skin Tone Detection and Debiasing for Skin Lesion Classification | Feb 6, 2022 | Lesion ClassificationSkin Lesion Classification | CodeCode Available | 1 |
| SSD-KD: A Self-supervised Diverse Knowledge Distillation Method for Lightweight Skin Lesion Classification Using Dermoscopic Images | Mar 22, 2022 | Knowledge DistillationLesion Classification | CodeCode Available | 1 |
| ENHANCE (ENriching Health data by ANnotations of Crowd and Experts): A case study for skin lesion classification | Jul 27, 2021 | DiagnosticLesion Classification | CodeCode Available | 1 |
| FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning | Aug 22, 2022 | AttributeContrastive Learning | CodeCode Available | 1 |
| Debiasing Skin Lesion Datasets and Models? Not So Fast | Apr 23, 2020 | Lesion ClassificationSkin Lesion Classification | CodeCode Available | 1 |
| Post-Deployment Adaptation with Access to Source Data via Federated Learning and Source-Target Remote Gradient Alignment | Aug 31, 2023 | Federated LearningLesion Classification | CodeCode Available | 1 |
| Method to Classify Skin Lesions using Dermoscopic images | Aug 21, 2020 | Data AugmentationLesion Classification | CodeCode Available | 1 |
| FIBA: Frequency-Injection based Backdoor Attack in Medical Image Analysis | Dec 2, 2021 | Artifact DetectionBackdoor Attack | CodeCode Available | 1 |
| Discover and Cure: Concept-aware Mitigation of Spurious Correlation | May 1, 2023 | Lesion ClassificationObject Recognition | CodeCode Available | 1 |
| Analysis of skin lesion images with deep learning | Jan 11, 2021 | ClassificationData Augmentation | CodeCode Available | 1 |
| BiasPruner: Debiased Continual Learning for Medical Image Classification | Jul 11, 2024 | ClassificationContinual Learning | CodeCode Available | 1 |
| Association Graph Learning for Multi-Task Classification with Category Shifts | Oct 10, 2022 | General ClassificationGraph Learning | CodeCode Available | 1 |
| Melanoma Detection using Adversarial Training and Deep Transfer Learning | Apr 14, 2020 | General ClassificationImage Generation | CodeCode Available | 1 |
| Deep Multimodal Guidance for Medical Image Classification | Mar 10, 2022 | Brain Tumor ClassificationClassification | CodeCode Available | 1 |
| FoPro-KD: Fourier Prompted Effective Knowledge Distillation for Long-Tailed Medical Image Recognition | May 27, 2023 | image-classificationImage Classification | CodeCode Available | 1 |
| Melanoma Detection using Adversarial Training and Deep Transfer Learning | Apr 14, 2020 | Conditional Image GenerationGeneral Classification | CodeCode Available | 1 |
| Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion Classification | Feb 2, 2021 | ClassificationData Augmentation | CodeCode Available | 1 |
| Towards Concept-based Interpretability of Skin Lesion Diagnosis using Vision-Language Models | Nov 24, 2023 | Lesion ClassificationSkin Lesion Classification | CodeCode Available | 1 |
| ECL: Class-Enhancement Contrastive Learning for Long-tailed Skin Lesion Classification | Jul 9, 2023 | Contrastive LearningLesion Classification | CodeCode Available | 1 |
| Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion Diagnosis | Apr 10, 2023 | DiagnosticHard Attention | CodeCode Available | 1 |
| CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions | Aug 29, 2022 | 16kFairness | CodeCode Available | 1 |
| DiffMIC: Dual-Guidance Diffusion Network for Medical Image Classification | Mar 19, 2023 | ClassificationDiabetic Retinopathy Grading | CodeCode Available | 1 |
| Araguaia Medical Vision Lab at ISIC 2017 Skin Lesion Classification Challenge | Mar 2, 2017 | General ClassificationLesion Classification | —Unverified | 0 |
| A Novel Perspective for Multi-modal Multi-label Skin Lesion Classification | Sep 19, 2024 | DiagnosticLesion Classification | —Unverified | 0 |
| Adaptive Personlization in Federated Learning for Highly Non-i.i.d. Data | Jul 7, 2022 | ClusteringFederated Learning | —Unverified | 0 |
| A New Perspective to Boost Vision Transformer for Medical Image Classification | Jan 3, 2023 | Diabetic Retinopathy Gradingimage-classification | —Unverified | 0 |
| Data Augmentation with Manifold Exploring Geometric Transformations for Increased Performance and Robustness | Jan 14, 2019 | Data AugmentationGeneral Classification | —Unverified | 0 |
| Data-Driven Color Augmentation Techniques for Deep Skin Image Analysis | Mar 10, 2017 | Color ConstancyColor Normalization | —Unverified | 0 |
| Data-Driven Deep Supervision for Skin Lesion Classification | Sep 4, 2022 | ClassificationLesion Classification | —Unverified | 0 |
| Dataset Distribution Impacts Model Fairness: Single vs. Multi-Task Learning | Jul 24, 2024 | FairnessLesion Classification | —Unverified | 0 |
| CS-AF: A Cost-sensitive Multi-classifier Active Fusion Framework for Skin Lesion Classification | Apr 25, 2020 | General ClassificationLesion Classification | —Unverified | 0 |
| A Dense CNN approach for skin lesion classification | Jul 17, 2018 | ClassificationGeneral Classification | —Unverified | 0 |
| Conformal uncertainty quantification to evaluate predictive fairness of foundation AI model for skin lesion classes across patient demographics | Mar 31, 2025 | DiagnosticFairness | —Unverified | 0 |
| Enhancing Skin Lesion Diagnosis with Ensemble Learning | Sep 6, 2024 | Ensemble LearningLesion Classification | —Unverified | 0 |
| Comparison of Deep Learning and Machine Learning Models and Frameworks for Skin Lesion Classification | Jul 26, 2022 | Cancer ClassificationLesion Classification | —Unverified | 0 |
| An Attention-Based Mechanism to Combine Images and Metadata in Deep Learning Models Applied to Skin Cancer Classification | Feb 26, 2021 | Cancer ClassificationClassification | —Unverified | 0 |
| FedSKD: Aggregation-free Model-heterogeneous Federated Learning using Multi-dimensional Similarity Knowledge Distillation | Mar 23, 2025 | Federated LearningKnowledge Distillation | —Unverified | 0 |
| Empirical Validation of Conformal Prediction for Trustworthy Skin Lesions Classification | Dec 12, 2023 | Conformal PredictionDecision Making | —Unverified | 0 |
| Domain Adaptive Skin Lesion Classification via Conformal Ensemble of Vision Transformers | May 21, 2025 | Conformal PredictionDomain Adaptation | —Unverified | 0 |
| TopoResNet: A hybrid deep learning architecture and its application to skin lesion classification | May 13, 2019 | General ClassificationLesion Classification | —Unverified | 0 |
| A Deep Multi-task Learning Approach to Skin Lesion Classification | Dec 9, 2018 | ClassificationGeneral Classification | —Unverified | 0 |
| Difficulty-aware Meta-learning for Rare Disease Diagnosis | Jun 30, 2019 | General ClassificationLesion Classification | —Unverified | 0 |
| Diagnosis of Skin Cancer Using VGG16 and VGG19 Based Transfer Learning Models | Apr 1, 2024 | Classificationimage-classification | —Unverified | 0 |
| Causality matters in medical imaging | Dec 17, 2019 | BIG-bench Machine LearningImage Segmentation | —Unverified | 0 |
| Evidential Federated Learning for Skin Lesion Image Classification | Nov 15, 2024 | ClassificationFederated Learning | —Unverified | 0 |
| Detecting Dataset Bias in Medical AI: A Generalized and Modality-Agnostic Auditing Framework | Mar 13, 2025 | AttributeLesion Classification | —Unverified | 0 |
| Achieving Reliable and Fair Skin Lesion Diagnosis via Unsupervised Domain Adaptation | Jul 6, 2023 | Binary ClassificationDiagnostic | —Unverified | 0 |
| Dermoscopic Image Classification with Neural Style Transfer | May 17, 2021 | Classificationimage-classification | —Unverified | 0 |
| Enhancing the Generalization Capability of Skin Lesion Classification Models with Active Domain Adaptation Methods | Dec 1, 2024 | Domain AdaptationLesion Classification | —Unverified | 0 |
| Deep neural network ensemble by data augmentation and bagging for skin lesion classification | Jul 15, 2018 | Data AugmentationGeneral Classification | —Unverified | 0 |