Research map: Deep neural network-based robust framework for automated skin lesion segmentation and analysis

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Papers in this map

  1. U-Net: Convolutional Networks for Biomedical Image Segmentation · Olaf Ronneberger · 2015 · 92974 citations · Cited by this paper
  2. Governance fragmentation and sociotechnical misalignment in hybrid telemedicine care pathways: A qualitative study · 2026 · Related
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  7. CPFNet: Context Pyramid Fusion Network for Medical Image Segmentation · Shuanglang Feng · 2020 · 691 citations · Cited by this paper
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  9. FAT-Net: Feature adaptive transformers for automated skin lesion segmentation · Huisi Wu · 2021 · 587 citations · Cited by this paper
  10. Self-attention U-Net (SAU-Net): An attention-driven U-Net framework for precise brain tumor segmentation using multimodal magnetic resonance imaging · 2026 · Related
  11. Skin lesion segmentation via generative adversarial networks with dual discriminators · Baiying Lei · 2020 · 285 citations · Cited by this paper
  12. Interactive virtual reality exposure therapy vs metaphor-based VR for social anxiety disorder: Protocol for an active-comparator randomized trial with digital phenotyping · 2026 · Related
  13. Skin lesion classification of dermoscopic images using machine learning and convolutional neural network · Bhuvaneshwari Shetty · 2022 · 259 citations · Cited by this paper
  14. Feasibility of a live-stream group dance intervention with inpatients in subacute post-stroke rehabilitation: A pilot study · 2026 · Related
  15. Attention Res-UNet with Guided Decoder for semantic segmentation of brain tumors · Dhiraj Maji · 2021 · 258 citations · Cited by this paper
  16. Machine learning-based classification of HIV viral load suppression in low-resource settings · 2026 · Related
  17. Mechanism insights and therapeutic intervention of tumor metastasis: latest developments and perspectives · Xiaoli Shi · 2024 · 252 citations · Cited by this paper
  18. Gender-specific classification of subclinical liver and renal dysfunction in older adults using machine learning and cytokine profiling · 2026 · Related
  19. Ms RED: A novel multi-scale residual encoding and decoding network for skin lesion segmentation · Duwei Dai · 2021 · 205 citations · Cited by this paper
  20. Enhancing E-health system accuracy using Rendezvous Data Processing Model (RDPM) with IoT-cloud integration · 2026 · Related
  21. AS-Net: Attention Synergy Network for skin lesion segmentation · Kai Ming Hu · 2022 · 83 citations · Cited by this paper
  22. LeaNet: Lightweight U-shaped architecture for high-performance skin cancer image segmentation · Binbin Hu · 2024 · 80 citations · Cited by this paper
  23. Learning from dermoscopic images in association with clinical metadata for skin lesion segmentation and classification · Caixia Dong · 2022 · 55 citations · Cited by this paper
  24. A lightweight network for smoke semantic segmentation · Feiniu Yuan · 2023 · 45 citations · Cited by this paper
  25. Decoupling multi-task causality for improved skin lesion segmentation and classification · Lei Song · 2022 · 35 citations · Cited by this paper
  26. Therapeutic Approaches for Non-Melanoma Skin Cancer: Standard of Care and Emerging Modalities · Stefano Sol · 2024 · 35 citations · Cited by this paper
  27. A Multi-level ensemble approach for skin lesion classification using Customized Transfer Learning with Triple Attention · Anwar Hossain Efat · 2024 · 35 citations · Cited by this paper
  28. ADF-Net: A novel adaptive dual-stream encoding and focal attention decoding network for skin lesion segmentation · Zheng-Wei Huang · 2024 · 33 citations · Cited by this paper
  29. Computer assisted diagnosis of skin cancer: A survey and future recommendations · Sonam Khattar · 2022 · 31 citations · Cited by this paper
  30. RMMLP:Rolling MLP and matrix decomposition for skin lesion segmentation · Chao Ji · 2023 · 28 citations · Cited by this paper
  31. Dynamically aggregating MLPs and CNNs for skin lesion segmentation with geometry regularization · Chuanbo Qin · 2023 · 24 citations · Cited by this paper
  32. PCA: Progressive class-wise attention for skin lesions diagnosis · Asim Naveed · 2023 · 24 citations · Cited by this paper
  33. Cutaneous Oncology: Strategies for Melanoma Prevention, Diagnosis, and Therapy · Wajeeha Saeed · 2024 · 23 citations · Cited by this paper
  34. AD-Net: Attention-based dilated convolutional residual network with guided decoder for robust skin lesion segmentation · Asim Naveed · 2024 · 17 citations · Cited by this paper
  35. An Improved and Robust Encoder–Decoder for Skin Lesion Segmentation · Bellal Hafhouf · 2022 · 14 citations · Cited by this paper
  36. A Novel Approach to Skin Lesion Segmentation: Multipath Fusion Model with Fusion Loss · Adi Alhudhaif · 2022 · 10 citations · Cited by this paper
  37. Multi Class Skin Lesion Detection and Classification via Teledermatology · T. Manivannan · 2025 · 3 citations · Cited by this paper
  38. Bridging gaps throughout a patient’s journey with melanoma: A systematic review · Adil Amarsi · 2025 · 1 citation · Cited by this paper

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