mlsanityData to 14 Oct 2026

Image Classification of Melanoma, Nevus and Seborrheic Keratosis by Deep Neural Network Ensemble

arXiv 1703.03108 ↗First posted 9 Mar 2017cs.CVcited by 23

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Abstract (arXiv)

This short paper reports the method and the evaluation results of Casio and Shinshu University joint team for the ISBI Challenge 2017 - Skin Lesion Analysis Towards Melanoma Detection - Part 3: Lesion Classification hosted by ISIC. Our online validation score was 0.958 with melanoma classifier AUC 0.924 and seborrheic keratosis classifier AUC 0.993.

Key facts. Cited by 23 papers in the map (data through 14 Oct 2026). First posted on arXiv 9 Mar 2017.

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2021: 6; 2022: 6; 2023: 5; 2024: 3; 2025: 0; 2026: 3.

23 papers.

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  1. 2021Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion Classificationcited by 23
  2. 2024Tyche: Stochastic In-Context Learning for Medical Image Segmentationcited by 20
  3. 2023Sub-token ViT Embedding via Stochastic Resonance Transformerscited by 9
  4. 2021Safety Enhancement for Deep Reinforcement Learning in Autonomous Separation Assurancecited by 8
  5. 2021Projective Skip-Connections for Segmentation Along a Subset of Dimensions in Retinal OCTcited by 8
  6. 2021MT-TransUNet: Mediating Multi-Task Tokens in Transformers for Skin Lesion Segmentation and Classificationcited by 7
  7. 2022Improved Text Classification via Test-Time Augmentationcited by 7
  8. 2022How to Fine-tune Models with Few Samples: Update, Data Augmentation, and Test-time Augmentationcited by 6
  9. 2022Synergy with Translation Artifacts for Training and Inference in Multilingual Taskscited by 6
  10. 2021Training Deep Networks from Zero to Hero: avoiding pitfalls and going beyondcited by 3
  11. 2022A Verification Framework for Certifying Learning-Based Safety-Critical Aviation Systemscited by 3
  12. 2023Test-time Augmentation for Factual Probingcited by 2
11 more
  1. 2023Brain Tumor Segmentation Based on Deep Learning, Attention Mechanisms, and Energy-Based Uncertainty Predictioncited by 2
  2. 2024Automatic characterization of boulders on planetary surfaces from high-resolution satellite imagescited by 2
  3. 2021Joint Dermatological Lesion Classification and Confidence Modeling with Uncertainty Estimationcited by 0
  4. 2022Beyond Visual Image: Automated Diagnosis of Pigmented Skin Lesions Combining Clinical Image Features with Patient Datacited by 0
  5. 2022Test-Time Mixup Augmentation for Data and Class-Specific Uncertainty Estimation in Deep Learning Image Classificationcited by 0
  6. 2023GraVIS: Grouping Augmented Views from Independent Sources for Dermatology Analysiscited by 0
  7. 2023UATTA-EB: Uncertainty-Aware Test-Time Augmented Ensemble of BERTs for Classifying Common Mental Illnesses on Social Media Postscited by 0
  8. 2024Skin Cancer Images Classification using Transfer Learning Techniquescited by 0
  9. 2026Learning Superpixel Ensemble and Hierarchy Graphs for Melanoma Detectioncited by 0
  10. 2026I Can't Believe TTA Is Not Better: When Test-Time Augmentation Hurts Medical Image Classificationcited by 0
  11. 2026MDSkin-Net: Multi-Task Skin Lesion Analysis Driven by Pattern Analysis Priors and Spatial Alignment Regularizationcited by 0