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Skin Lesion Classification

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TitleStatusHype
BiasPruner: Debiased Continual Learning for Medical Image ClassificationCode1
Towards Concept-based Interpretability of Skin Lesion Diagnosis using Vision-Language ModelsCode1
Post-Deployment Adaptation with Access to Source Data via Federated Learning and Source-Target Remote Gradient AlignmentCode1
ECL: Class-Enhancement Contrastive Learning for Long-tailed Skin Lesion ClassificationCode1
FoPro-KD: Fourier Prompted Effective Knowledge Distillation for Long-Tailed Medical Image RecognitionCode1
Discover and Cure: Concept-aware Mitigation of Spurious CorrelationCode1
Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion DiagnosisCode1
DiffMIC: Dual-Guidance Diffusion Network for Medical Image ClassificationCode1
Association Graph Learning for Multi-Task Classification with Category ShiftsCode1
CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin LesionsCode1
FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive LearningCode1
SSD-KD: A Self-supervised Diverse Knowledge Distillation Method for Lightweight Skin Lesion Classification Using Dermoscopic ImagesCode1
Deep Multimodal Guidance for Medical Image ClassificationCode1
Detecting Melanoma Fairly: Skin Tone Detection and Debiasing for Skin Lesion ClassificationCode1
FIBA: Frequency-Injection based Backdoor Attack in Medical Image AnalysisCode1
ENHANCE (ENriching Health data by ANnotations of Crowd and Experts): A case study for skin lesion classificationCode1
Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion ClassificationCode1
Analysis of skin lesion images with deep learningCode1
Method to Classify Skin Lesions using Dermoscopic imagesCode1
Debiasing Skin Lesion Datasets and Models? Not So FastCode1
Melanoma Detection using Adversarial Training and Deep Transfer LearningCode1
Melanoma Detection using Adversarial Training and Deep Transfer LearningCode1
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
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
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