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Skin Lesion Classification

Papers

Showing 150 of 130 papers

TitleStatusHype
Debiasing Skin Lesion Datasets and Models? Not So FastCode1
Towards Concept-based Interpretability of Skin Lesion Diagnosis using Vision-Language ModelsCode1
Detecting Melanoma Fairly: Skin Tone Detection and Debiasing for Skin Lesion ClassificationCode1
Association Graph Learning for Multi-Task Classification with Category ShiftsCode1
Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion ClassificationCode1
Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion DiagnosisCode1
CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin LesionsCode1
Method to Classify Skin Lesions using Dermoscopic imagesCode1
FIBA: Frequency-Injection based Backdoor Attack in Medical Image AnalysisCode1
Melanoma Detection using Adversarial Training and Deep Transfer LearningCode1
ENHANCE (ENriching Health data by ANnotations of Crowd and Experts): A case study for skin lesion classificationCode1
ECL: Class-Enhancement Contrastive Learning for Long-tailed Skin Lesion ClassificationCode1
SSD-KD: A Self-supervised Diverse Knowledge Distillation Method for Lightweight Skin Lesion Classification Using Dermoscopic ImagesCode1
Analysis of skin lesion images with deep learningCode1
FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive LearningCode1
Discover and Cure: Concept-aware Mitigation of Spurious CorrelationCode1
DiffMIC: Dual-Guidance Diffusion Network for Medical Image ClassificationCode1
Melanoma Detection using Adversarial Training and Deep Transfer LearningCode1
Post-Deployment Adaptation with Access to Source Data via Federated Learning and Source-Target Remote Gradient AlignmentCode1
FoPro-KD: Fourier Prompted Effective Knowledge Distillation for Long-Tailed Medical Image RecognitionCode1
BiasPruner: Debiased Continual Learning for Medical Image ClassificationCode1
Deep Multimodal Guidance for Medical Image ClassificationCode1
A Fair Loss Function for Network PruningCode0
SkinDistilViT: Lightweight Vision Transformer for Skin Lesion ClassificationCode0
Data Augmentation for Skin Lesion AnalysisCode0
Solo or Ensemble? Choosing a CNN Architecture for Melanoma ClassificationCode0
Skin Lesion Classification Using CNNs with Patch-Based Attention and Diagnosis-Guided Loss WeightingCode0
WonDerM: Skin Lesion Classification with Fine-tuned Neural NetworksCode0
Self-Supervised Multi-Modality Learning for Multi-Label Skin Lesion ClassificationCode0
Skin Lesion Classification Using Ensembles of Multi-Resolution EfficientNets with Meta DataCode0
Out-of-Distribution Detection for Long-tailed and Fine-grained Skin Lesion ImagesCode0
Comparative study on different Deep Learning models for Skin Lesion Classification using transfer learning approachCode0
Semi-Supervised Federated Peer Learning for Skin Lesion ClassificationCode0
Diffusion Model Driven Test-Time Image Adaptation for Robust Skin Lesion ClassificationCode0
An Active Learning Approach for Reducing Annotation Cost in Skin Lesion AnalysisCode0
Non-parametric regularization for class imbalance federated medical image classificationCode0
GS-TransUNet: Integrated 2D Gaussian Splatting and Transformer UNet for Accurate Skin Lesion AnalysisCode0
FCA: Taming Long-tailed Federated Medical Image Classification by Classifier AnchoringCode0
LiwTERM: A Lightweight Transformer-Based Model for Dermatological Multimodal Lesion DetectionCode0
Automated Skin Lesion Classification Using Ensemble of Deep Neural Networks in ISIC 2018: Skin Lesion Analysis Towards Melanoma Detection ChallengeCode0
Fair Conformal Predictors for Applications in Medical ImagingCode0
A Cascaded Dilated Convolution Approach for Mpox Lesion ClassificationCode0
Revisiting the Shape-Bias of Deep Learning for Dermoscopic Skin Lesion ClassificationCode0
Dataset Distribution Impacts Model Fairness: Single vs. Multi-Task Learning0
Data-Driven Deep Supervision for Skin Lesion Classification0
Araguaia Medical Vision Lab at ISIC 2017 Skin Lesion Classification Challenge0
Data-Driven Color Augmentation Techniques for Deep Skin Image Analysis0
Data Augmentation with Manifold Exploring Geometric Transformations for Increased Performance and Robustness0
A Novel Perspective for Multi-modal Multi-label Skin Lesion Classification0
CS-AF: A Cost-sensitive Multi-classifier Active Fusion Framework for Skin Lesion Classification0
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