| BiasPruner: Debiased Continual Learning for Medical Image Classification | Jul 11, 2024 | ClassificationContinual Learning | 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 |
| 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 |
| ECL: Class-Enhancement Contrastive Learning for Long-tailed Skin Lesion Classification | Jul 9, 2023 | Contrastive LearningLesion Classification | 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 |
| Discover and Cure: Concept-aware Mitigation of Spurious Correlation | May 1, 2023 | Lesion ClassificationObject Recognition | 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 |
| DiffMIC: Dual-Guidance Diffusion Network for Medical Image Classification | Mar 19, 2023 | ClassificationDiabetic Retinopathy Grading | CodeCode Available | 1 |
| Association Graph Learning for Multi-Task Classification with Category Shifts | Oct 10, 2022 | General ClassificationGraph Learning | CodeCode Available | 1 |
| CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions | Aug 29, 2022 | 16kFairness | CodeCode Available | 1 |
| FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning | Aug 22, 2022 | AttributeContrastive Learning | 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 |
| Deep Multimodal Guidance for Medical Image Classification | Mar 10, 2022 | Brain Tumor ClassificationClassification | CodeCode Available | 1 |
| Detecting Melanoma Fairly: Skin Tone Detection and Debiasing for Skin Lesion Classification | Feb 6, 2022 | Lesion ClassificationSkin Lesion Classification | CodeCode Available | 1 |
| FIBA: Frequency-Injection based Backdoor Attack in Medical Image Analysis | Dec 2, 2021 | Artifact DetectionBackdoor Attack | 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 |
| Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion Classification | Feb 2, 2021 | ClassificationData Augmentation | CodeCode Available | 1 |
| Analysis of skin lesion images with deep learning | Jan 11, 2021 | ClassificationData Augmentation | CodeCode Available | 1 |
| Method to Classify Skin Lesions using Dermoscopic images | Aug 21, 2020 | Data AugmentationLesion Classification | CodeCode Available | 1 |
| Debiasing Skin Lesion Datasets and Models? Not So Fast | Apr 23, 2020 | Lesion ClassificationSkin Lesion Classification | CodeCode Available | 1 |
| Melanoma Detection using Adversarial Training and Deep Transfer Learning | Apr 14, 2020 | Conditional Image GenerationGeneral Classification | CodeCode Available | 1 |
| Melanoma Detection using Adversarial Training and Deep Transfer Learning | Apr 14, 2020 | General ClassificationImage Generation | CodeCode Available | 1 |
| Uncertainty-Aware Deep Learning for Automated Skin Cancer Classification: A Comprehensive Evaluation | Jun 12, 2025 | Cancer ClassificationLesion Classification | —Unverified | 0 |
| Skin Lesion Phenotyping via Nested Multi-modal Contrastive Learning | May 29, 2025 | Contrastive LearningLesion Classification | —Unverified | 0 |
| Fusion of Foundation and Vision Transformer Model Features for Dermatoscopic Image Classification | May 22, 2025 | Classificationimage-classification | —Unverified | 0 |
