| Model Patching: Closing the Subgroup Performance Gap with Data Augmentation | Aug 15, 2020 | Cancer ClassificationData Augmentation | CodeCode Available | 1 | 5 |
| Melanoma Detection using Adversarial Training and Deep Transfer Learning | Apr 14, 2020 | Conditional Image GenerationGeneral Classification | CodeCode Available | 1 | 5 |
| Skin Lesion Synthesis with Generative Adversarial Networks | Feb 8, 2019 | Cancer ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| Soft-Attention Improves Skin Cancer Classification Performance | May 5, 2021 | Cancer ClassificationClassification | CodeCode Available | 1 | 5 |
| Knowledge Transfer for Melanoma Screening with Deep Learning | Mar 22, 2017 | Deep Learningimage-classification | CodeCode Available | 0 | 5 |
| Data Augmentation for Skin Lesion Analysis | Sep 5, 2018 | Data AugmentationGeneral Classification | CodeCode Available | 0 | 5 |
| Skin Deep Unlearning: Artefact and Instrument Debiasing in the Context of Melanoma Classification | Sep 20, 2021 | Skin Cancer Classification | CodeCode Available | 0 | 5 |
| SkinDistilViT: Lightweight Vision Transformer for Skin Lesion Classification | Aug 16, 2023 | Cancer ClassificationClassification | CodeCode Available | 0 | 5 |
| Cancer-Net SCa-Synth: An Open Access Synthetically Generated 2D Skin Lesion Dataset for Skin Cancer Classification | Nov 8, 2024 | Cancer ClassificationSkin Cancer Classification | CodeCode Available | 0 | 5 |
| Enabling Data Diversity: Efficient Automatic Augmentation via Regularized Adversarial Training | Mar 30, 2021 | Cancer ClassificationData Augmentation | CodeCode Available | 0 | 5 |
| Deep neural network or dermatologist? | Aug 19, 2019 | Cancer ClassificationDiagnostic | CodeCode Available | 0 | 5 |
| Skin Cancer Segmentation and Classification with NABLA-N and Inception Recurrent Residual Convolutional Networks | Apr 25, 2019 | Cancer ClassificationClassification | CodeCode Available | 0 | 5 |
| Semi-Supervised Federated Peer Learning for Skin Lesion Classification | Mar 5, 2021 | Cancer ClassificationClassification | CodeCode Available | 0 | 5 |
| Revisiting Skin Tone Fairness in Dermatological Lesion Classification | Aug 18, 2023 | Cancer ClassificationClassification | CodeCode Available | 0 | 5 |
| A Wavelet Guided Attention Module for Skin Cancer Classification with Gradient-based Feature Fusion | Jun 21, 2024 | Cancer ClassificationSkin Cancer Classification | CodeCode Available | 0 | 5 |
| Domain shifts in dermoscopic skin cancer datasets: Evaluation of essential limitations for clinical translation | Apr 14, 2023 | Cancer ClassificationDomain Adaptation | —Unverified | 0 | 0 |
| Leveraging Contextual Data Augmentation for Generalizable Melanoma Detection | Dec 9, 2022 | AttributeData Augmentation | —Unverified | 0 | 0 |
| Reversing Skin Cancer Adversarial Examples by Multiscale Diffusive and Denoising Aggregation Mechanism | Aug 22, 2022 | Cancer ClassificationDenoising | —Unverified | 0 | 0 |
| Joint-Individual Fusion Structure with Fusion Attention Module for Multi-Modal Skin Cancer Classification | Dec 7, 2023 | Cancer ClassificationClassification | —Unverified | 0 | 0 |
| Leveraging Knowledge Distillation for Lightweight Skin Cancer Classification: Balancing Accuracy and Computational Efficiency | Jun 24, 2024 | Cancer ClassificationComputational Efficiency | —Unverified | 0 | 0 |
| Multi-class Skin Cancer Classification Architecture Based on Deep Convolutional Neural Network | Mar 13, 2023 | Cancer ClassificationData Augmentation | —Unverified | 0 | 0 |
| New pyramidal hybrid textural and deep features based automatic skin cancer classification model: Ensemble DarkNet and textural feature extractor | Mar 28, 2022 | Cancer ClassificationQuantization | —Unverified | 0 | 0 |
| Optimizing Deep Learning for Skin Cancer Classification: A Computationally Efficient CNN with Minimal Accuracy Trade-Off | May 27, 2025 | Cancer ClassificationMedical Image Analysis | —Unverified | 0 | 0 |
| Siamese Neural Networks for Skin Cancer Classification and New Class Detection using Clinical and Dermoscopic Image Datasets | Dec 12, 2022 | Cancer ClassificationSkin Cancer Classification | —Unverified | 0 | 0 |
| Skin Cancer Classification using Inception Network and Transfer Learning | Nov 3, 2021 | Cancer ClassificationClassification | —Unverified | 0 | 0 |
| Skin Cancer Segmentation and Classification Using Vision Transformer for Automatic Analysis in Dermatoscopy-based Non-invasive Digital System | Jan 9, 2024 | Cancer ClassificationDeep Learning | —Unverified | 0 | 0 |
| Skin Lesion Analyser: An Efficient Seven-Way Multi-Class Skin Cancer Classification Using MobileNet | Jul 7, 2019 | Cancer ClassificationDecision Making | —Unverified | 0 | 0 |
| Transfer learning with class-weighted and focal loss function for automatic skin cancer classification | Sep 13, 2020 | Cancer ClassificationDeep Learning | —Unverified | 0 | 0 |
| Transfer Learning with Ensembles of Deep Neural Networks for Skin Cancer Detection in Imbalanced Data Sets | Mar 22, 2021 | Skin Cancer ClassificationTransfer Learning | —Unverified | 0 | 0 |
| Uncertainty-Aware Deep Learning for Automated Skin Cancer Classification: A Comprehensive Evaluation | Jun 12, 2025 | Cancer ClassificationLesion Classification | —Unverified | 0 | 0 |
| Using Computer Vision for Skin Disease Diagnosis in Bangladesh Enhancing Interpretability and Transparency in Deep Learning Models for Skin Cancer Classification | Jan 30, 2025 | Cancer ClassificationDecision Making | —Unverified | 0 | 0 |
| Estimating Skin Tone and Effects on Classification Performance in Dermatology Datasets | Oct 29, 2019 | BIG-bench Machine LearningCancer Classification | —Unverified | 0 | 0 |
| A CNN toolbox for skin cancer classification | Aug 21, 2019 | AutoMLCancer Classification | —Unverified | 0 | 0 |
| Advanced Deep Learning Methodologies for Skin Cancer Classification in Prodromal Stages | Mar 13, 2020 | Cancer ClassificationGeneral Classification | —Unverified | 0 | 0 |
| Adversarial Attacks and Defences for Skin Cancer Classification | Dec 13, 2022 | Adversarial AttackAdversarial Defense | —Unverified | 0 | 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 | 0 |
| Application of Machine Learning in Melanoma Detection and the Identification of 'Ugly Duckling' and Suspicious Naevi: A Review | Sep 1, 2023 | Cancer ClassificationDecision Making | —Unverified | 0 | 0 |
| A Smartphone based Application for Skin Cancer Classification Using Deep Learning with Clinical Images and Lesion Information | Apr 28, 2021 | Cancer ClassificationPrognosis | —Unverified | 0 | 0 |
| Automatic Lesion Detection System (ALDS) for Skin Cancer Classification Using SVM and Neural Classifiers | Mar 13, 2020 | Cancer ClassificationGeneral Classification | —Unverified | 0 | 0 |
| Benchmarking of Lightweight Deep Learning Architectures for Skin Cancer Classification using ISIC 2017 Dataset | Oct 23, 2021 | BenchmarkingCancer Classification | —Unverified | 0 | 0 |
| CIFF-Net: Contextual Image Feature Fusion for Melanoma Diagnosis | Mar 7, 2023 | Melanoma DiagnosisSkin Cancer Classification | —Unverified | 0 | 0 |
| Comparison of Deep Learning and Machine Learning Models and Frameworks for Skin Lesion Classification | Jul 26, 2022 | Cancer ClassificationLesion Classification | —Unverified | 0 | 0 |
| Convolutional Neural Networks for Classifying Melanoma Images | May 14, 2020 | Cancer ClassificationSkin Cancer Classification | —Unverified | 0 | 0 |
| Data Augmentation for Skin Lesion using Self-Attention based Progressive Generative Adversarial Network | Oct 25, 2019 | Cancer ClassificationData Augmentation | —Unverified | 0 | 0 |
| Dermatologist Level Dermoscopy Skin Cancer Classification Using Different Deep Learning Convolutional Neural Networks Algorithms | Oct 21, 2018 | Cancer ClassificationDiagnostic | —Unverified | 0 | 0 |