Research map: Causal Uncertainty-Decomposed Ensemble Learning for Confounding-Aware Skin Cancer Detection in Dermoscopic Images
Back to the article
Papers in this map
Deep Residual Learning for Image Recognition
· Kaiming He · 2016 · 229835 citations · Cited by this paper
Inflammatory–Hematological Profiles in Nasopharyngeal Carcinoma and Suspicious Adenoid Hypertrophy: An Exploratory Single-Center Study
· 2026 · Related
Densely Connected Convolutional Networks
· Gao Ming Huang · 2017 · 46049 citations · Cited by this paper
Lactate Clearance as a Prognostic Marker in Severe Trauma: A Retrospective Cohort Study
· 2026 · Related
Ensemble Methods in Machine Learning
· Thomas G. Dietterich · 2000 · 8139 citations · Cited by this paper
Head-to-Head 18F-rhPSMA-7.3 and 18F-PSMA-1007 PET/CT in Recurrent Prostate Cancer: Pulmonary and Nodal Uptake as a Diagnostic Challenge
· 2026 · Related
Bayesian Learning for Neural Networks
· Radford M. Neal · 1996 · 4407 citations · Cited by this paper
Fractional Flow Reserve Measurement Using Dynamic CT Perfusion Imaging in Patients with Heavy Coronary Calcification and Stent
· 2026 · Related
Aleatoric and epistemic uncertainty in machine learning: an introduction to concepts and methods
· Eyke Hüllermeier · 2021 · 1647 citations · Cited by this paper
A Genetic Algorithm-Optimized ConvNeXtV2-YOLOv8 Framework for Dental Caries Detection in Panoramic Radiographs
· 2026 · Related
A survey of uncertainty in deep neural networks
· Jakob Gawlikowski · 2023 · 1377 citations · Cited by this paper
A New Era in Early Postoperative OCT: Swept-Source Versus Spectral-Domain in Gas-Filled Eyes
· 2026 · Related
Causality matters in medical imaging
· Daniel C. Castro · 2020 · 345 citations · Cited by this paper
Preoperative Glucose–Albumin Ratio and Its Association with Postoperative Outcomes in Critically Ill Adult Burn Patients: A Retrospective Cohort Study of 1119 Patients
· 2026 · Related
CausalVAE: Disentangled Representation Learning via Neural Structural Causal Models
· Mengyue Yang · 2021 · 251 citations · Cited by this paper
Patella Alta on X-Ray and MRI: Diagnostic Agreement and Clinical Correlations
· 2026 · Related
Classifier calibration: a survey on how to assess and improve predicted class probabilities
· Telmo M. Silva Filho · 2023 · 194 citations · Cited by this paper
Disproportionate Subgaleal Hemorrhage in an Infant: Abuse or Bleeding Disorder?
· 2026 · Related
Skin Cancer Classification With Deep Learning: A Systematic Review
· Yinhao Wu · 2022 · 178 citations · Cited by this paper
Skin Cancer Segmentation and Classification Using Vision Transformer for Automatic Analysis in Dermatoscopy-Based Noninvasive Digital System
· Galib Muhammad Shahriar Himel · 2024 · 110 citations · Cited by this paper
(De)Constructing Bias on Skin Lesion Datasets
· Alceu Emanuel Bissoto · 2019 · 81 citations · Cited by this paper
Uncovering and Correcting Shortcut Learning in Machine Learning Models for Skin Cancer Diagnosis
· Meike Nauta · 2021 · 67 citations · Cited by this paper
A Deep-Ensemble-Learning-Based Approach for Skin Cancer Diagnosis
· Khurram Shehzad · 2023 · 64 citations · Cited by this paper
Stress testing reveals gaps in clinic readiness of image-based diagnostic artificial intelligence models
· Albert T. Young · 2021 · 55 citations · Cited by this paper
Debiasing Skin Lesion Datasets and Models? Not So Fast
· Alceu Emanuel Bissoto · 2020 · 53 citations · Cited by this paper
SkiNet: A deep learning framework for skin lesion diagnosis with uncertainty estimation and explainability
· Rajeev Kumar Singh · 2022 · 47 citations · Cited by this paper
Boosting skin cancer diagnosis accuracy with ensemble approach
· Priya Natha · 2025 · 40 citations · Cited by this paper
Causal Diagrams for Empirical Research (With Discussions)
· Judea Pearl · 2022 · 16 citations · Cited by this paper
Equity and Generalizability of Artificial Intelligence for Skin-Lesion Diagnosis Using Clinical, Dermoscopic, and Smartphone Images: A Systematic Review and Meta-Analysis
· Jeng‐Wei Tjiu · 2025 · 16 citations · Cited by this paper
Dermoscopic dark corner artifacts removal: Friend or foe?
· Samuel William Pewton · 2023 · 9 citations · Cited by this paper
Robust image representations with counterfactual contrastive learning
· Mélanie Roschewitz · 2025 · 9 citations · Cited by this paper
Editorial: Multidisciplinary Approach to the Diagnosis and Therapy of Skin Neoplasms
· Andrea Ronchi · 2022 · 4 citations · Cited by this paper
Multi-label transformer for dermoscopic artifact detection with an imbalance-aware and confidence-penalizing loss
· Vanesa Gómez-Martínez · 2025 · 1 citation · Cited by this paper
Untitled · Cited by this paper
Untitled · Cited by this paper
Source: OpenAlex (CC0)