Searching for Robust Augmentations to Improve Out-of-Domain Generalization in Dermoscopic Skin Cancer Classification

arXiv:2607.26765 · cs.CV, cs.AI · Submitted 2026-07-29 · Read on arXiv

cs.CV, cs.AI

Submitted: 2026-07-29

Updated: 2026-08-31

Terminology

• AUC — 54× in this paper · explained in 2 episodes
• Robustness — 21× in this paper · explained in 5 episodes
• Accuracy — 18× in this paper · explained in 1 episode
• Generalization — 18× in this paper · explained in 13 episodes
• Domain Shift — 16× in this paper · explained in 4 episodes
• Adaptation — 9× in this paper · explained in 1 episode
• Embeddings — 8× in this paper · explained in 2 episodes
• Data Augmentation — 7× in this paper · explained in 7 episodes
• Clustering — 4× in this paper · explained in 2 episodes
• Fine-Tuning — 4× in this paper · explained in 5 episodes
• Benchmark — 3× in this paper · explained in 2 episodes
• External Validation — 3× in this paper · explained in 2 episodes
• Self-Supervised Learning — 3× in this paper · explained in 8 episodes
• Adversarial Training — 2× in this paper · explained in 1 episode
• Computer Vision and Pattern Recognition Workshops — 2× in this paper
• Domain Adaptation — 2× in this paper · explained in 5 episodes
• Hosted by the International Skin Imaging Collaboration — 2× in this paper
• International Conference on Learning Representations — 2× in this paper
• International Conference on Machine Learning — 2× in this paper
• Interpretability — 2× in this paper · explained in 15 episodes
• Transformer — 2× in this paper · explained in 2 episodes
• AGN — 1× in this paper · explained in 1 episode
• Contrastive Learning — 1× in this paper · explained in 5 episodes
• Convolutional Neural Networks (CNNs) — 1× in this paper · explained in 2 episodes
• Distribution Shift — 1× in this paper · explained in 5 episodes
• Feature Extraction — 1× in this paper · explained in 2 episodes
• International Symposium on Biomedical Imaging — 1× in this paper
• Redundancy — 1× in this paper · explained in 2 episodes
• Selection Bias — 1× in this paper · explained in 4 episodes
• Transferability — 1× in this paper · explained in 4 episodes
• Transformer Architecture — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes
• Wasserstein Distance — 1× in this paper · explained in 4 episodes

Sources

• Skin Lesion Analysis toward Melanoma Detection: A Challenge at the International Symposium on Biomedical Imaging (ISBI) 2016, hosted by the International Skin Imaging Collaboration (ISIC)
• Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC)

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