| Learn From Zoom: Decoupled Supervised Contrastive Learning For WCE Image Classification | Jan 11, 2024 | Contrastive Learningimage-classification | CodeCode Available | 2 |
| Discover and Cure: Concept-aware Mitigation of Spurious Correlation | May 1, 2023 | Lesion ClassificationObject Recognition | CodeCode Available | 1 |
| DiffMIC: Dual-Guidance Diffusion Network for Medical Image Classification | Mar 19, 2023 | ClassificationDiabetic Retinopathy Grading | CodeCode Available | 1 |
| Soft-Attention Improves Skin Cancer Classification Performance | May 5, 2021 | Cancer 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 |
| CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions | Aug 29, 2022 | 16kFairness | 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 |
| 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 |
| MT-TransUNet: Mediating Multi-Task Tokens in Transformers for Skin Lesion Segmentation and Classification | Dec 3, 2021 | ClassificationComputational Efficiency | CodeCode Available | 1 |
| BiasPruner: Debiased Continual Learning for Medical Image Classification | Jul 11, 2024 | ClassificationContinual Learning | CodeCode Available | 1 |
| 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 |
| Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion Diagnosis | Apr 10, 2023 | DiagnosticHard Attention | CodeCode Available | 1 |
| Method to Classify Skin Lesions using Dermoscopic images | Aug 21, 2020 | Data AugmentationLesion Classification | CodeCode Available | 1 |
| ECL: Class-Enhancement Contrastive Learning for Long-tailed Skin Lesion Classification | Jul 9, 2023 | Contrastive LearningLesion Classification | CodeCode Available | 1 |
| FixCaps: An Improved Capsules Network for Diagnosis of Skin Cancer | Jun 8, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| Melanoma Detection using Adversarial Training and Deep Transfer Learning | Apr 14, 2020 | General ClassificationImage Generation | CodeCode Available | 1 |
| Only Positive Cases: 5-fold High-order Attention Interaction Model for Skin Segmentation Derived Classification | Nov 27, 2023 | Image SegmentationLesion 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 |
| 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 |
| Debiasing Skin Lesion Datasets and Models? Not So Fast | Apr 23, 2020 | Lesion ClassificationSkin Lesion Classification | CodeCode Available | 1 |
| A Self-ensembling Framework for Semi-supervised Knee Cartilage Defects Assessment with Dual-Consistency | May 19, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Association Graph Learning for Multi-Task Classification with Category Shifts | Oct 10, 2022 | General ClassificationGraph Learning | 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 |
| FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning | Aug 22, 2022 | AttributeContrastive Learning | CodeCode Available | 1 |
| A New Dataset and A Baseline Model for Breast Lesion Detection in Ultrasound Videos | Jul 1, 2022 | Lesion ClassificationLesion Detection | CodeCode Available | 1 |
| Causality matters in medical imaging | Dec 17, 2019 | BIG-bench Machine LearningImage Segmentation | —Unverified | 0 |
| Achieving Reliable and Fair Skin Lesion Diagnosis via Unsupervised Domain Adaptation | Jul 6, 2023 | Binary ClassificationDiagnostic | —Unverified | 0 |
| Calibrating Healthcare AI: Towards Reliable and Interpretable Deep Predictive Models | Apr 27, 2020 | counterfactualCounterfactual Reasoning | —Unverified | 0 |
| CADICA: a new dataset for coronary artery disease detection by using invasive coronary angiography | Feb 1, 2024 | ClassificationDiagnostic | —Unverified | 0 |
| Analysis of the Two-Step Heterogeneous Transfer Learning for Laryngeal Blood Vessel Classification: Issue and Improvement | Feb 29, 2024 | Lesion ClassificationTransfer Learning | —Unverified | 0 |
| A Deep Multi-task Learning Approach to Skin Lesion Classification | Dec 9, 2018 | ClassificationGeneral Classification | —Unverified | 0 |
| Breast Ultrasound Computer-Aided Diagnosis Using Structure-Aware Triplet Path Networks | Aug 9, 2019 | General ClassificationImage Reconstruction | —Unverified | 0 |
| Added value of morphological features to breast lesion diagnosis in ultrasound | Jun 6, 2017 | Breast Cancer DetectionClassification | —Unverified | 0 |
| A Vision-Language Model for Focal Liver Lesion Classification | May 6, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Automatic Breast Lesion Classification by Joint Neural Analysis of Mammography and Ultrasound | Sep 23, 2020 | General ClassificationLesion Classification | —Unverified | 0 |
| A Multi-Level Deep Ensemble Model for Skin Lesion Classification in Dermoscopy Images | Jul 23, 2018 | General ClassificationLesion Classification | —Unverified | 0 |
| TopoResNet: A hybrid deep learning architecture and its application to skin lesion classification | May 13, 2019 | General ClassificationLesion Classification | —Unverified | 0 |
| Difficulty-aware Meta-learning for Rare Disease Diagnosis | Jun 30, 2019 | General ClassificationLesion Classification | —Unverified | 0 |
| Deep Learning for Skin Lesion Classification | Mar 13, 2017 | ClassificationDeep Learning | —Unverified | 0 |
| A Lightweight U-Net Model for Accurate Skin Lesion Segmentation | Apr 12, 2025 | Lesion ClassificationLesion Segmentation | —Unverified | 0 |
| Deep Learning Based Analysis of Prostate Cancer from MP-MRI | Jun 2, 2021 | Binary ClassificationClassification | —Unverified | 0 |
| Deep learning and classical computer vision techniques in medical image analysis: Case studies on brain MRI tissue segmentation, lung CT COPD registration, and skin lesion classification | Feb 26, 2025 | Image RegistrationLesion Classification | —Unverified | 0 |
| Deep neural network ensemble by data augmentation and bagging for skin lesion classification | Jul 15, 2018 | Data AugmentationGeneral Classification | —Unverified | 0 |
| Deep Task-Based Beamforming and Channel Data Augmentations for Enhanced Ultrasound Imaging | Feb 1, 2025 | Lesion Classification | —Unverified | 0 |
| Dermoscopic Image Classification with Neural Style Transfer | May 17, 2021 | Classificationimage-classification | —Unverified | 0 |
| 3D Masked Modelling Advances Lesion Classification in Axial T2w Prostate MRI | Dec 29, 2022 | Lesion ClassificationSelf-Supervised Learning | —Unverified | 0 |