Research map: Joint Multi-Task Deep Learning with Cross-Task Attention for Simultaneous Lesion Segmentation, Detection, and Severity Grading of Diabetic Retinopathy on Fundus Images: An External Validation Study

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Papers in this map

  1. Indian Diabetic Retinopathy Image Dataset (IDRiD): A Database for Diabetic Retinopathy Screening Research · Prasanna Porwal · 2018 · 941 citations · Cited by this paper
  2. Colposcopic Imaging Carries Most of the Signal: Externally Validated Tri-Modal Integration of Imaging, Vaginal Microbiome, and Coagulation-Immune Data in HPV-Associated Co-Infection · Jinyi Zhang · 2026 · Cites this paper
  3. The efficacy of laser ablation combined with photodynamic therapy vs PDT for CIN2/3 in reproductive women: a prospective case-control study · 2026 · Related
  4. Diagnostic assessment of deep learning algorithms for diabetic retinopathy screening · Tao Li · 2019 · 671 citations · Cited by this paper
  5. Long-term Observation of Decentration in High and Low-to-moderate Myopia Following Small Incision Lenticule Extraction (SMILE) · 2026 · Related
  6. CANet: Cross-Disease Attention Network for Joint Diabetic Retinopathy and Diabetic Macular Edema Grading · Xiaomeng Li · 2019 · 458 citations · Cited by this paper
  7. Development and Internal Validation of a Clinical Response-Estimation Model Incorporating Treatment-Course Exposure After HMME-PDT in Patients With Port-Wine Stain · 2026 · Related
  8. Artificial intelligence using deep learning to screen for referable and vision-threatening diabetic retinopathy in Africa: a clinical validation study · Valentina Bellemo · 2019 · 429 citations · Cited by this paper
  9. Adaptive contour prediction in postoperative OCT imaging using domain-adaptive generative adversarial networks · 2026 · Related
  10. A deep learning system for predicting time to progression of diabetic retinopathy · Ling Dai · 2024 · 338 citations · Cited by this paper
  11. Comments on “Bibliometric analysis of exosomes in skin aging: Key trends and hotspots (2015–2024)” by Teng et al. · 2026 · Related
  12. Diabetic Retinopathy Fundus Image Classification and Lesions Localization System Using Deep Learning · Wejdan L. Alyoubi · 2021 · 308 citations · Cited by this paper
  13. Efficacy of mechanical debridement with adjunct antimicrobial photodynamic therapy for the management of plaque-induced gingivitis in patients undergoing clear aligner therapy and fixed orthodontic therapy · 2026 · Related
  14. RTNet: Relation Transformer Network for Diabetic Retinopathy Multi-Lesion Segmentation · Shiqi Huang · 2022 · 233 citations · Cited by this paper
  15. Optical assessment of ocular blood flow in laser-treated diabetic retinopathy: An ocular pulse amplitude analysis · 2026 · Related
  16. A New Approach for Detecting Fundus Lesions Using Image Processing and Deep Neural Network Architecture Based on YOLO Model · Carlos Santos · 2022 · 91 citations · Cited by this paper
  17. Efficacy and Safety of 5-ALA-PDT in Patients with Persistent HR-HPV Infection and Lower Genital Tract Low-Grade Intraepithelial Lesions After Cervical Conization · 2026 · Related
  18. Automated lesion segmentation in fundus images with many-to-many reassembly of features · Qing Liu · 2022 · 52 citations · Cited by this paper
  19. 5-aminolevulinic acid-induced fluorescence-guided margin mapping and slow Mohs surgery for localized extramammary paget disease: A retrospective exploratory comparative study · 2026 · Related
  20. Diabetic retinopathy lesion segmentation using deep multi-scale framework · Tianjiao Guo · 2023 · 34 citations · Cited by this paper
  21. ALA-PDT induces apoptosis in HPV-transformed cells through mtDNA release-mediated activation of the cGAS-STING pathway · 2026 · Related
  22. Erratum: Diabetic retinopathy · Tien Yin Wong · 2016 · 29 citations · Cited by this paper
  23. Multi-lesion segmentation guided deep attention network for automated detection of diabetic retinopathy · Feng Li · 2024 · 26 citations · Cited by this paper
  24. Fine-grained attention & knowledge-based collaborative network for diabetic retinopathy grading · Miao Tian · 2023 · 24 citations · Cited by this paper
  25. Global, Regional, and National Epidemiology of Vision Impairment due to Diabetic Retinopathy Among Working‐Age Population, 1990–2021 · Meng Yang · 2025 · 16 citations · Cited by this paper
  26. Novel artificial intelligence for diabetic retinopathy and diabetic macular edema: what is new in 2024? · Stela Vujosevic · 2024 · 15 citations · Cited by this paper
  27. A lightweight method for precise small lesion detection in diabetic retinopathy · Zhike Han · 2025 · 14 citations · Cited by this paper
  28. Multi-task deep learning framework combining CNN: vision transformers and PSO for accurate diabetic retinopathy diagnosis and lesion localization · S. Vijayalakshmi · 2025 · 7 citations · Cited by this paper
  29. PEGSYS: A Portable and Easy-to-Operate Smart Screening and Grading System for Glaucoma · Zhike Han · 2025 · 4 citations · Cited by this paper
  30. SDC-Net: Enhancing Multiclass Diabetic Retinopathy Segmentation by Shallow–Deep Collaboration Networks With Wavelet-Guided Attention Mechanism · Jiaoli Liu · 2025 · 2 citations · Cited by this paper

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