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Skin Lesion Classification

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TitleStatusHype
Uncertainty-Aware Deep Learning for Automated Skin Cancer Classification: A Comprehensive Evaluation—0
Skin Lesion Phenotyping via Nested Multi-modal Contrastive Learning—0
Fusion of Foundation and Vision Transformer Model Features for Dermatoscopic Image Classification—0
Domain Adaptive Skin Lesion Classification via Conformal Ensemble of Vision Transformers—0
A Lightweight U-Net Model for Accurate Skin Lesion Segmentation—0
Conformal uncertainty quantification to evaluate predictive fairness of foundation AI model for skin lesion classes across patient demographics—0
FedSKD: Aggregation-free Model-heterogeneous Federated Learning using Multi-dimensional Similarity Knowledge Distillation—0
Subgroup Performance Analysis in Hidden Stratifications—0
Detecting Dataset Bias in Medical AI: A Generalized and Modality-Agnostic Auditing Framework—0
Revisit the Stability of Vanilla Federated Learning Under Diverse Conditions—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—0
GS-TransUNet: Integrated 2D Gaussian Splatting and Transformer UNet for Accurate Skin Lesion AnalysisCode0
Hierarchical Vision Transformer with Prototypes for Interpretable Medical Image Classification—0
A Cascaded Dilated Convolution Approach for Mpox Lesion ClassificationCode0
Enhancing the Generalization Capability of Skin Lesion Classification Models with Active Domain Adaptation Methods—0
Evidential Federated Learning for Skin Lesion Image Classification—0
LiwTERM: A Lightweight Transformer-Based Model for Dermatological Multimodal Lesion DetectionCode0
Synthetic Generation of Dermatoscopic Images with GAN and Closed-Form Factorization—0
A Novel Perspective for Multi-modal Multi-label Skin Lesion Classification—0
Enhancing Skin Lesion Diagnosis with Ensemble Learning—0
Dataset Distribution Impacts Model Fairness: Single vs. Multi-Task Learning—0
Non-parametric regularization for class imbalance federated medical image classificationCode0
Pay Less On Clinical Images: Asymmetric Multi-Modal Fusion Method For Efficient Multi-Label Skin Lesion Classification—0
BiasPruner: Debiased Continual Learning for Medical Image ClassificationCode1
Federated Active Learning Framework for Efficient Annotation Strategy in Skin-lesion Classification—0
Diffusion Model Driven Test-Time Image Adaptation for Robust Skin Lesion ClassificationCode0
Meta-Transfer Derm-Diagnosis: Exploring Few-Shot Learning and Transfer Learning for Skin Disease Classification in Long-Tail Distribution—0
Reducing Bias in Pre-trained Models by Tuning while Penalizing Change—0
Diagnosis of Skin Cancer Using VGG16 and VGG19 Based Transfer Learning Models—0
Single-Shared Network with Prior-Inspired Loss for Parameter-Efficient Multi-Modal Imaging Skin Lesion Classification—0
Leveraging Spatial and Semantic Feature Extraction for Skin Cancer Diagnosis with Capsule Networks and Graph Neural Networks—0
Optimizing Skin Lesion Classification via Multimodal Data and Auxiliary Task Integration—0
Empirical Validation of Conformal Prediction for Trustworthy Skin Lesions Classification—0
Towards Concept-based Interpretability of Skin Lesion Diagnosis using Vision-Language ModelsCode1
Self-Supervised Multi-Modality Learning for Multi-Label Skin Lesion ClassificationCode0
Multi-task Explainable Skin Lesion Classification—0
Mitigating the Influence of Domain Shift in Skin Lesion Classification: A Benchmark Study of Unsupervised Domain Adaptation Methods on Dermoscopic Images—0
Ugly Ducklings or Swans: A Tiered Quadruplet Network with Patient-Specific Mining for Improved Skin Lesion Classification—0
Post-Deployment Adaptation with Access to Source Data via Federated Learning and Source-Target Remote Gradient AlignmentCode1
SkinDistilViT: Lightweight Vision Transformer for Skin Lesion ClassificationCode0
SPLAL: Similarity-based pseudo-labeling with alignment loss for semi-supervised medical image classification—0
ECL: Class-Enhancement Contrastive Learning for Long-tailed Skin Lesion ClassificationCode1
Achieving Reliable and Fair Skin Lesion Diagnosis via Unsupervised Domain Adaptation—0
Graph-Ensemble Learning Model for Multi-label Skin Lesion Classification using Dermoscopy and Clinical Images—0
Mitigating Calibration Bias Without Fixed Attribute Grouping for Improved Fairness in Medical Imaging Analysis—0
The Forward-Forward Algorithm as a feature extractor for skin lesion classification: A preliminary study—0
FoPro-KD: Fourier Prompted Effective Knowledge Distillation for Long-Tailed Medical Image RecognitionCode1
Discover and Cure: Concept-aware Mitigation of Spurious CorrelationCode1
FCA: Taming Long-tailed Federated Medical Image Classification by Classifier AnchoringCode0
Semi-Supervised Relational Contrastive Learning—0
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