| 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 |
| Revisiting Skin Tone Fairness in Dermatological Lesion Classification | Aug 18, 2023 | Cancer ClassificationClassification | CodeCode Available | 0 |
| SkinDistilViT: Lightweight Vision Transformer for Skin Lesion Classification | Aug 16, 2023 | Cancer ClassificationClassification | CodeCode Available | 0 |
| SPLAL: Similarity-based pseudo-labeling with alignment loss for semi-supervised medical image classification | Jul 10, 2023 | Classificationimage-classification | —Unverified | 0 |
| ECL: Class-Enhancement Contrastive Learning for Long-tailed Skin Lesion Classification | Jul 9, 2023 | Contrastive LearningLesion Classification | CodeCode Available | 1 |
| Achieving Reliable and Fair Skin Lesion Diagnosis via Unsupervised Domain Adaptation | Jul 6, 2023 | Binary ClassificationDiagnostic | —Unverified | 0 |
| Graph-Ensemble Learning Model for Multi-label Skin Lesion Classification using Dermoscopy and Clinical Images | Jul 4, 2023 | AttributeClassification | —Unverified | 0 |
| Mitigating Calibration Bias Without Fixed Attribute Grouping for Improved Fairness in Medical Imaging Analysis | Jul 4, 2023 | AttributeFairness | —Unverified | 0 |
| The Forward-Forward Algorithm as a feature extractor for skin lesion classification: A preliminary study | Jul 2, 2023 | ClassificationDecision Making | —Unverified | 0 |
| DualAttNet: Synergistic Fusion of Image-level and Fine-Grained Disease Attention for Multi-Label Lesion Detection in Chest X-rays | Jun 23, 2023 | Lesion ClassificationLesion Detection | 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 |
| FCA: Taming Long-tailed Federated Medical Image Classification by Classifier Anchoring | May 1, 2023 | Federated Learningimage-classification | CodeCode Available | 0 |
| Discover and Cure: Concept-aware Mitigation of Spurious Correlation | May 1, 2023 | Lesion ClassificationObject Recognition | CodeCode Available | 1 |
| Semi-Supervised Relational Contrastive Learning | Apr 11, 2023 | Contrastive LearningDiagnostic | —Unverified | 0 |
| 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 |
| IMPORTANT-Net: Integrated MRI Multi-Parameter Reinforcement Fusion Generator with Attention Network for Synthesizing Absent Data | Feb 3, 2023 | Lesion ClassificationLesion Detection | CodeCode Available | 0 |
| A New Perspective to Boost Vision Transformer for Medical Image Classification | Jan 3, 2023 | Diabetic Retinopathy Gradingimage-classification | —Unverified | 0 |
| 3D Masked Modelling Advances Lesion Classification in Axial T2w Prostate MRI | Dec 29, 2022 | Lesion ClassificationSelf-Supervised Learning | —Unverified | 0 |
| A Fair Loss Function for Network Pruning | Nov 18, 2022 | FairnessLesion Classification | CodeCode Available | 0 |
| RoS-KD: A Robust Stochastic Knowledge Distillation Approach for Noisy Medical Imaging | Oct 15, 2022 | ClassificationKnowledge Distillation | —Unverified | 0 |
| Association Graph Learning for Multi-Task Classification with Category Shifts | Oct 10, 2022 | General ClassificationGraph Learning | CodeCode Available | 1 |
| 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 |
| EfficientNet for Brain-Lesion classification | Aug 9, 2022 | ClassificationLesion Classification | —Unverified | 0 |
| 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 |
| A New Dataset and A Baseline Model for Breast Lesion Detection in Ultrasound Videos | Jul 1, 2022 | Lesion ClassificationLesion Detection | CodeCode Available | 1 |
| 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 |
| FixCaps: An Improved Capsules Network for Diagnosis of Skin Cancer | Jun 8, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| Lesion classification by model-based feature extraction: A differential affine invariant model of soft tissue elasticity | May 27, 2022 | Computed Tomography (CT)Lesion Classification | —Unverified | 0 |
| HoVer-Trans: Anatomy-aware HoVer-Transformer for ROI-free Breast Cancer Diagnosis in Ultrasound Images | May 17, 2022 | AnatomyClassification | —Unverified | 0 |
| GAN Inversion for Data Augmentation to Improve Colonoscopy Lesion Classification | May 4, 2022 | ClassificationData Augmentation | —Unverified | 0 |
| Flexible Sampling for Long-tailed Skin Lesion Classification | Apr 7, 2022 | ClassificationLesion Classification | —Unverified | 0 |
| Feature visualization for convolutional neural network models trained on neuroimaging data | Mar 24, 2022 | ClassificationDecision Making | —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 |
| MT-TransUNet: Mediating Multi-Task Tokens in Transformers for Skin Lesion Segmentation and Classification | Dec 3, 2021 | ClassificationComputational Efficiency | CodeCode Available | 1 |
| 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 |