| Learn From Zoom: Decoupled Supervised Contrastive Learning For WCE Image Classification | Jan 11, 2024 | Contrastive Learningimage-classification | CodeCode Available | 2 | 5 |
| Discover and Cure: Concept-aware Mitigation of Spurious Correlation | May 1, 2023 | Lesion ClassificationObject Recognition | CodeCode Available | 1 | 5 |
| Detecting Melanoma Fairly: Skin Tone Detection and Debiasing for Skin Lesion Classification | Feb 6, 2022 | Lesion ClassificationSkin Lesion Classification | CodeCode Available | 1 | 5 |
| A Self-ensembling Framework for Semi-supervised Knee Cartilage Defects Assessment with Dual-Consistency | May 19, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| ECL: Class-Enhancement Contrastive Learning for Long-tailed Skin Lesion Classification | Jul 9, 2023 | Contrastive LearningLesion Classification | CodeCode Available | 1 | 5 |
| CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions | Aug 29, 2022 | 16kFairness | CodeCode Available | 1 | 5 |
| Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion Classification | Feb 2, 2021 | ClassificationData Augmentation | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Deep Multimodal Guidance for Medical Image Classification | Mar 10, 2022 | Brain Tumor ClassificationClassification | CodeCode Available | 1 | 5 |
| Debiasing Skin Lesion Datasets and Models? Not So Fast | Apr 23, 2020 | Lesion ClassificationSkin Lesion Classification | CodeCode Available | 1 | 5 |
| FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning | Aug 22, 2022 | AttributeContrastive Learning | CodeCode Available | 1 | 5 |
| FIBA: Frequency-Injection based Backdoor Attack in Medical Image Analysis | Dec 2, 2021 | Artifact DetectionBackdoor Attack | CodeCode Available | 1 | 5 |
| DiffMIC: Dual-Guidance Diffusion Network for Medical Image Classification | Mar 19, 2023 | ClassificationDiabetic Retinopathy Grading | CodeCode Available | 1 | 5 |
| Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion Diagnosis | Apr 10, 2023 | DiagnosticHard Attention | CodeCode Available | 1 | 5 |
| Towards Concept-based Interpretability of Skin Lesion Diagnosis using Vision-Language Models | Nov 24, 2023 | Lesion ClassificationSkin Lesion Classification | CodeCode Available | 1 | 5 |
| FixCaps: An Improved Capsules Network for Diagnosis of Skin Cancer | Jun 8, 2022 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Soft-Attention Improves Skin Cancer Classification Performance | May 5, 2021 | Cancer ClassificationClassification | CodeCode Available | 1 | 5 |
| Melanoma Detection using Adversarial Training and Deep Transfer Learning | Apr 14, 2020 | General ClassificationImage Generation | CodeCode Available | 1 | 5 |
| Melanoma Detection using Adversarial Training and Deep Transfer Learning | Apr 14, 2020 | Conditional Image GenerationGeneral Classification | CodeCode Available | 1 | 5 |
| Association Graph Learning for Multi-Task Classification with Category Shifts | Oct 10, 2022 | General ClassificationGraph Learning | CodeCode Available | 1 | 5 |
| FoPro-KD: Fourier Prompted Effective Knowledge Distillation for Long-Tailed Medical Image Recognition | May 27, 2023 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| Method to Classify Skin Lesions using Dermoscopic images | Aug 21, 2020 | Data AugmentationLesion Classification | CodeCode Available | 1 | 5 |
| MT-TransUNet: Mediating Multi-Task Tokens in Transformers for Skin Lesion Segmentation and Classification | Dec 3, 2021 | ClassificationComputational Efficiency | CodeCode Available | 1 | 5 |
| BiasPruner: Debiased Continual Learning for Medical Image Classification | Jul 11, 2024 | ClassificationContinual Learning | CodeCode Available | 1 | 5 |
| Only Positive Cases: 5-fold High-order Attention Interaction Model for Skin Segmentation Derived Classification | Nov 27, 2023 | Image SegmentationLesion Classification | CodeCode Available | 1 | 5 |
| 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 | 5 |
| 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 | 5 |
| A New Dataset and A Baseline Model for Breast Lesion Detection in Ultrasound Videos | Jul 1, 2022 | Lesion ClassificationLesion Detection | CodeCode Available | 1 | 5 |
| Revisiting Skin Tone Fairness in Dermatological Lesion Classification | Aug 18, 2023 | Cancer ClassificationClassification | CodeCode Available | 0 | 5 |
| Revisiting the Shape-Bias of Deep Learning for Dermoscopic Skin Lesion Classification | Jun 13, 2022 | ClassificationDecision Making | CodeCode Available | 0 | 5 |
| Semi-Supervised Federated Peer Learning for Skin Lesion Classification | Mar 5, 2021 | Cancer ClassificationClassification | CodeCode Available | 0 | 5 |
| ProjectedEx: Enhancing Generation in Explainable AI for Prostate Cancer | Jan 2, 2025 | AttributeDiagnostic | CodeCode Available | 0 | 5 |
| Self-Supervised Multi-Modality Learning for Multi-Label Skin Lesion Classification | Oct 28, 2023 | Lesion ClassificationPseudo Label | CodeCode Available | 0 | 5 |
| An Active Learning Approach for Reducing Annotation Cost in Skin Lesion Analysis | Sep 5, 2019 | Active LearningData Augmentation | CodeCode Available | 0 | 5 |
| A Cascaded Dilated Convolution Approach for Mpox Lesion Classification | Dec 13, 2024 | Computational EfficiencyDiagnostic | CodeCode Available | 0 | 5 |
| Non-parametric regularization for class imbalance federated medical image classification | Jul 17, 2024 | Federated Learningimage-classification | CodeCode Available | 0 | 5 |
| Out-of-Distribution Detection for Long-tailed and Fine-grained Skin Lesion Images | Jun 30, 2022 | Lesion ClassificationMulti-class Classification | CodeCode Available | 0 | 5 |
| A Mutual Bootstrapping Model for Automated Skin Lesion Segmentation and Classification | Mar 8, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| Automated Skin Lesion Classification Using Ensemble of Deep Neural Networks in ISIC 2018: Skin Lesion Analysis Towards Melanoma Detection Challenge | Jan 30, 2019 | General ClassificationLesion Classification | CodeCode Available | 0 | 5 |
| 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 | 5 |
| Incorporating the Knowledge of Dermatologists to Convolutional Neural Networks for the Diagnosis of Skin Lesions | Mar 6, 2017 | General ClassificationLesion Classification | CodeCode Available | 0 | 5 |
| Learn to Segment Retinal Lesions and Beyond | Dec 25, 2019 | General Classificationimage-classification | CodeCode Available | 0 | 5 |
| Handling Inter-Annotator Agreement for Automated Skin Lesion Segmentation | Jun 6, 2019 | Image SegmentationLesion Classification | CodeCode Available | 0 | 5 |
| A Fair Loss Function for Network Pruning | Nov 18, 2022 | FairnessLesion Classification | CodeCode Available | 0 | 5 |
| GS-TransUNet: Integrated 2D Gaussian Splatting and Transformer UNet for Accurate Skin Lesion Analysis | Feb 23, 2025 | ClassificationDiagnostic | CodeCode Available | 0 | 5 |
| Image Classification of Melanoma, Nevus and Seborrheic Keratosis by Deep Neural Network Ensemble | Mar 9, 2017 | General Classificationimage-classification | CodeCode Available | 0 | 5 |
| Less is More: Sample Selection and Label Conditioning Improve Skin Lesion Segmentation | Apr 28, 2020 | Deep LearningExperimental Design | CodeCode Available | 0 | 5 |
| Fair Conformal Predictors for Applications in Medical Imaging | Sep 9, 2021 | Conformal PredictionDecision Making | CodeCode Available | 0 | 5 |
| FCA: Taming Long-tailed Federated Medical Image Classification by Classifier Anchoring | May 1, 2023 | Federated Learningimage-classification | CodeCode Available | 0 | 5 |
