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| Skin lesion classification with ensemble of squeeze-and-excitation networks and semi-supervised learning | Sep 7, 2018 | ClassificationData Augmentation | —Unverified | 0 |
| Skin Lesion Phenotyping via Nested Multi-modal Contrastive Learning | May 29, 2025 | Contrastive LearningLesion Classification | —Unverified | 0 |
| Towards Automated Melanoma Detection with Deep Learning: Data Purification and Augmentation | Feb 16, 2019 | Deep LearningLesion Classification | —Unverified | 0 |
| SPLAL: Similarity-based pseudo-labeling with alignment loss for semi-supervised medical image classification | Jul 10, 2023 | Classificationimage-classification | —Unverified | 0 |
| Style transfer-based image synthesis as an efficient regularization technique in deep learning | May 27, 2019 | BIG-bench Machine LearningData Augmentation | —Unverified | 0 |
| Subgroup Performance Analysis in Hidden Stratifications | Mar 13, 2025 | Lesion ClassificationSkin Lesion Classification | —Unverified | 0 |
| SuperCon: Supervised Contrastive Learning for Imbalanced Skin Lesion Classification | Feb 11, 2022 | ClassificationContrastive Learning | —Unverified | 0 |
| Synthetic Data Augmentation using GAN for Improved Liver Lesion Classification | Jan 8, 2018 | ClassificationComputed Tomography (CT) | —Unverified | 0 |
| Synthetic Generation of Dermatoscopic Images with GAN and Closed-Form Factorization | Oct 7, 2024 | FormGenerative Adversarial Network | —Unverified | 0 |
| The Forward-Forward Algorithm as a feature extractor for skin lesion classification: A preliminary study | Jul 2, 2023 | ClassificationDecision Making | —Unverified | 0 |
| Towards Automatic Lesion Classification in the Upper Aerodigestive Tract Using OCT and Deep Transfer Learning Methods | Feb 10, 2019 | Decision MakingGeneral Classification | —Unverified | 0 |
| Transfer Learning for Melanoma Detection: Participation in ISIC 2017 Skin Lesion Classification Challenge | Mar 15, 2017 | General Classificationimage-classification | —Unverified | 0 |
| Transformer-based interpretable multi-modal data fusion for skin lesion classification | Apr 3, 2023 | Decision MakingLesion Classification | —Unverified | 0 |
| Two-stage multi-scale breast mass segmentation for full mammogram analysis without user intervention | Feb 27, 2020 | DecoderLesion Classification | —Unverified | 0 |
| Ugly Ducklings or Swans: A Tiered Quadruplet Network with Patient-Specific Mining for Improved Skin Lesion Classification | Sep 18, 2023 | Lesion ClassificationMetric Learning | —Unverified | 0 |
| Uncertainty-Aware Deep Learning for Automated Skin Cancer Classification: A Comprehensive Evaluation | Jun 12, 2025 | Cancer ClassificationLesion Classification | —Unverified | 0 |
| Unpaired Translation of Chest X-ray Images for Lung Opacity Diagnosis via Adaptive Activation Masks and Cross-Domain Alignment | Mar 25, 2025 | Lesion ClassificationSensitivity | —Unverified | 0 |
| Using Deep Learning Method for Classification: A Proposed Algorithm for the ISIC 2017 Skin Lesion Classification Challenge | Mar 7, 2017 | ClassificationDiagnostic | —Unverified | 0 |
| VisualBackProp for learning using privileged information with CNNs | May 24, 2018 | Autonomous DrivingBIG-bench Machine Learning | —Unverified | 0 |
| Visual Diagnosis of Dermatological Disorders: Human and Machine Performance | Jun 4, 2019 | DiagnosticLesion Classification | —Unverified | 0 |
| Visualizing Convolutional Neural Networks to Improve Decision Support for Skin Lesion Classification | Sep 11, 2018 | General ClassificationLesion Classification | —Unverified | 0 |
| Webly Supervised Learning for Skin Lesion Classification | Mar 31, 2018 | ClassificationGeneral Classification | —Unverified | 0 |
| Improved skin lesion recognition by a Self-Supervised Curricular Deep Learning approach | Dec 22, 2021 | Lesion ClassificationSelf-Supervised Learning | —Unverified | 0 |
| Improving CNN Training using Disentanglement for Liver Lesion Classification in CT | Nov 1, 2018 | DisentanglementGeneral Classification | —Unverified | 0 |
| Improving colonoscopy lesion classification using semi-supervised deep learning | Sep 7, 2020 | ClassificationDeep Learning | —Unverified | 0 |
| Information Gain Sampling for Active Learning in Medical Image Classification | Aug 1, 2022 | Active LearningClassification | —Unverified | 0 |
| Interpreting extracted rules from ensemble of trees: Application to computer-aided diagnosis of breast MRI | Jun 27, 2016 | General ClassificationLesion Classification | —Unverified | 0 |
| Investigating and Exploiting Image Resolution for Transfer Learning-based Skin Lesion Classification | Jun 25, 2020 | ClassificationDiagnostic | —Unverified | 0 |
| ISIC 2017 - Skin Lesion Analysis Towards Melanoma Detection | Mar 1, 2017 | ClassificationGeneral Classification | —Unverified | 0 |
| Joint Dermatological Lesion Classification and Confidence Modeling with Uncertainty Estimation | Jul 19, 2021 | ClassificationLesion Classification | —Unverified | 0 |
| 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 |
| Leveraging Spatial and Semantic Feature Extraction for Skin Cancer Diagnosis with Capsule Networks and Graph Neural Networks | Mar 18, 2024 | BenchmarkingClassification | —Unverified | 0 |
| Segmentation of Skin Lesions and their Attributes Using Multi-Scale Convolutional Neural Networks and Domain Specific Augmentations | Sep 23, 2018 | AttributeDecoder | —Unverified | 0 |
| Local Lesion Generation is Effective for Capsule Endoscopy Image Data Augmentation in a Limited Data Setting | Nov 5, 2024 | Data AugmentationImage Inpainting | —Unverified | 0 |
| Low-cost and high-performance data augmentation for deep-learning-based skin lesion classification | Jan 7, 2021 | Data AugmentationGeneral Classification | —Unverified | 0 |
| MelanoGANs: High Resolution Skin Lesion Synthesis with GANs | Apr 12, 2018 | Image GenerationLesion Classification | —Unverified | 0 |
| Melanoma detection with electrical impedance spectroscopy and dermoscopy using joint deep learning models | Nov 6, 2019 | BIG-bench Machine LearningLesion Classification | —Unverified | 0 |
| Melanoma Recognition with an Ensemble of Techniques for Segmentation and a Structural Analysis for Classification | Jul 18, 2018 | ClassificationGeneral Classification | —Unverified | 0 |
| Mitigating Calibration Bias Without Fixed Attribute Grouping for Improved Fairness in Medical Imaging Analysis | Jul 4, 2023 | AttributeFairness | —Unverified | 0 |
| Mitigating the Influence of Domain Shift in Skin Lesion Classification: A Benchmark Study of Unsupervised Domain Adaptation Methods on Dermoscopic Images | Oct 5, 2023 | Domain AdaptationLesion Classification | —Unverified | 0 |
| Multimodal Breast Lesion Classification Using Cross-Attention Deep Networks | Aug 21, 2021 | ClassificationLesion Classification | —Unverified | 0 |
| Multiplexed Illumination for Classifying Visually Similar Objects | Sep 23, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| Multi-task Explainable Skin Lesion Classification | Oct 11, 2023 | ClassificationLesion Classification | —Unverified | 0 |
| On the Fairness of Swarm Learning in Skin Lesion Classification | Sep 24, 2021 | ClassificationEdge-computing | —Unverified | 0 |
| Optimizing Skin Lesion Classification via Multimodal Data and Auxiliary Task Integration | Feb 16, 2024 | DiagnosticLesion Classification | —Unverified | 0 |
| Pay Less On Clinical Images: Asymmetric Multi-Modal Fusion Method For Efficient Multi-Label Skin Lesion Classification | Jul 13, 2024 | Lesion ClassificationSkin Lesion Classification | —Unverified | 0 |
| Properties Of Winning Tickets On Skin Lesion Classification | Aug 25, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| Random Forests and VGG-NET: An Algorithm for the ISIC 2017 Skin Lesion Classification Challenge | Mar 15, 2017 | Binary ClassificationClassification | —Unverified | 0 |
| Recent advances and clinical applications of deep learning in medical image analysis | May 27, 2021 | Deep LearningImage Registration | —Unverified | 0 |