| Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion Diagnosis | Apr 10, 2023 | DiagnosticHard Attention | CodeCode Available | 1 |
| Transformer-based interpretable multi-modal data fusion for skin lesion classification | Apr 3, 2023 | Decision MakingLesion Classification | —Unverified | 0 |
| Fine-tuning of explainable CNNs for skin lesion classification based on dermatologists' feedback towards increasing trust | Apr 3, 2023 | ClassificationLesion Classification | —Unverified | 0 |
| DiffMIC: Dual-Guidance Diffusion Network for Medical Image Classification | Mar 19, 2023 | ClassificationDiabetic Retinopathy Grading | CodeCode Available | 1 |
| Evaluating the Fairness of Deep Learning Uncertainty Estimates in Medical Image Analysis | Mar 6, 2023 | FairnessLesion Classification | —Unverified | 0 |
| A New Perspective to Boost Vision Transformer for Medical Image Classification | Jan 3, 2023 | Diabetic Retinopathy Gradingimage-classification | —Unverified | 0 |
| A Fair Loss Function for Network Pruning | Nov 18, 2022 | FairnessLesion Classification | CodeCode Available | 0 |
| Association Graph Learning for Multi-Task Classification with Category Shifts | Oct 10, 2022 | General ClassificationGraph Learning | CodeCode Available | 1 |
| A deep learning based multimodal fusion model for skin lesion diagnosis using smartphone collected clinical images and metadata | Oct 4, 2022 | Skin Lesion Classification | —Unverified | 0 |
| Data-Driven Deep Supervision for Skin Lesion Classification | Sep 4, 2022 | ClassificationLesion Classification | —Unverified | 0 |
| CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions | Aug 29, 2022 | 16kFairness | CodeCode Available | 1 |
| A survey, review, and future trends of skin lesion segmentation and classification | Aug 25, 2022 | ArticlesLesion Classification | —Unverified | 0 |
| FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning | Aug 22, 2022 | AttributeContrastive Learning | CodeCode Available | 1 |
| Information Gain Sampling for Active Learning in Medical Image Classification | Aug 1, 2022 | Active LearningClassification | —Unverified | 0 |
| Comparison of Deep Learning and Machine Learning Models and Frameworks for Skin Lesion Classification | Jul 26, 2022 | Cancer ClassificationLesion Classification | —Unverified | 0 |
| Adaptive Personlization in Federated Learning for Highly Non-i.i.d. Data | Jul 7, 2022 | ClusteringFederated Learning | —Unverified | 0 |
| Out-of-Distribution Detection for Long-tailed and Fine-grained Skin Lesion Images | Jun 30, 2022 | Lesion ClassificationMulti-class Classification | CodeCode Available | 0 |
| Revisiting the Shape-Bias of Deep Learning for Dermoscopic Skin Lesion Classification | Jun 13, 2022 | ClassificationDecision Making | CodeCode Available | 0 |
| Flexible Sampling for Long-tailed Skin Lesion Classification | Apr 7, 2022 | ClassificationLesion Classification | —Unverified | 0 |
| 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 |
| SuperCon: Supervised Contrastive Learning for Imbalanced Skin Lesion Classification | Feb 11, 2022 | ClassificationContrastive Learning | —Unverified | 0 |
| Detecting Melanoma Fairly: Skin Tone Detection and Debiasing for Skin Lesion Classification | Feb 6, 2022 | Lesion ClassificationSkin Lesion Classification | CodeCode Available | 1 |
| Improved skin lesion recognition by a Self-Supervised Curricular Deep Learning approach | Dec 22, 2021 | Lesion ClassificationSelf-Supervised Learning | —Unverified | 0 |
| FIBA: Frequency-Injection based Backdoor Attack in Medical Image Analysis | Dec 2, 2021 | Artifact DetectionBackdoor Attack | CodeCode Available | 1 |
| On the Fairness of Swarm Learning in Skin Lesion Classification | Sep 24, 2021 | ClassificationEdge-computing | —Unverified | 0 |
| Fair Conformal Predictors for Applications in Medical Imaging | Sep 9, 2021 | Conformal PredictionDecision Making | CodeCode Available | 0 |
| 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 |
| Dermoscopic Image Classification with Neural Style Transfer | May 17, 2021 | Classificationimage-classification | —Unverified | 0 |
| Semi-Supervised Federated Peer Learning for Skin Lesion Classification | Mar 5, 2021 | Cancer ClassificationClassification | CodeCode Available | 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 |
| Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion Classification | Feb 2, 2021 | ClassificationData Augmentation | CodeCode Available | 1 |
| Reducing bias and increasing utility by federated generative modeling of medical images using a centralized adversary | Jan 18, 2021 | Federated LearningLesion Classification | —Unverified | 0 |
| Analysis of skin lesion images with deep learning | Jan 11, 2021 | ClassificationData Augmentation | CodeCode Available | 1 |
| Low-cost and high-performance data augmentation for deep-learning-based skin lesion classification | Jan 7, 2021 | Data AugmentationGeneral Classification | —Unverified | 0 |
| Comparative study on different Deep Learning models for Skin Lesion Classification using transfer learning approach | Jan 3, 2021 | Lesion ClassificationSkin Lesion Classification | CodeCode Available | 0 |
| Multiplexed Illumination for Classifying Visually Similar Objects | Sep 23, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| Properties Of Winning Tickets On Skin Lesion Classification | Aug 25, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| Method to Classify Skin Lesions using Dermoscopic images | Aug 21, 2020 | Data AugmentationLesion Classification | CodeCode Available | 1 |
| Investigating and Exploiting Image Resolution for Transfer Learning-based Skin Lesion Classification | Jun 25, 2020 | ClassificationDiagnostic | —Unverified | 0 |
| Functional Space Variational Inference for Uncertainty Estimation in Computer Aided Diagnosis | May 24, 2020 | Bayesian InferenceLesion 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 |
| 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 |
| Causality matters in medical imaging | Dec 17, 2019 | BIG-bench Machine LearningImage Segmentation | —Unverified | 0 |
| Skin Lesion Classification Using Deep Neural Network | Nov 18, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Skin Lesion Classification Using Ensembles of Multi-Resolution EfficientNets with Meta Data | Oct 9, 2019 | General ClassificationLesion Classification | CodeCode Available | 0 |
| An Active Learning Approach for Reducing Annotation Cost in Skin Lesion Analysis | Sep 5, 2019 | Active LearningData Augmentation | CodeCode Available | 0 |
| Difficulty-aware Meta-learning for Rare Disease Diagnosis | Jun 30, 2019 | General ClassificationLesion Classification | —Unverified | 0 |