Latest Research in Generative Adversarial Networks and Image Synthesis

21 research papers · 2026 median publication year

Top Research Topics in Generative Adversarial Networks and Image Synthesis

Highest-Cited Papers

  1. EdgeEval: A model-agnostic rapid prototyping framework for image processing at the edge
  2. WoundAIssist: Development and Evaluation of an AI-Based Mobile Application for Remote Chronic Wound Care in Elderly Patients
  3. GSCA-UNet: a gated spatial-channel attention U-net for accurate skin lesion segmentation
  4. QuadResBottleNeck: A lightweight bottleneck-based residual CNN for efficient multi-class skin lesion classification
  5. Learnable Frequency-Domain Attention with Deep Supervision for Accurate Skin Lesion Segmentation and Diagnosis
  6. BruNet: A Cross-Domain Transfer Framework for Bruise Segmentation
  7. An Attention-Guided Global and Local Fusion Framework for Lesion-Focused Image Classification
  8. Wound3DAssist: A Practical Framework for 3D Wound Assessment
  9. FAED: fuzzy attention-aided encoder-decoder architecture for skin lesion segmentation
  10. Hybrid CNN–BiLSTM with Multi-Transformer Stacking for Skin Lesion Classification
  11. Beyond Internal Performance: Evaluating Loss, Augmentation, Fusion, and Generalization in Skin Lesion Classification
  12. Beyond Internal Performance: Evaluating Loss, Augmentation, Fusion, and Generalization in Skin Lesion Classification
  13. Beyond Aggregate Accuracy: Evaluating Fusion Strategies for Skin Lesion Classification Under Natural Class Imbalance
  14. Beyond Aggregate Accuracy: Evaluating Fusion Strategies for Skin Lesion Classification Under Natural Class Imbalance
  15. Synthetic Leprosy Image Generation Using Mask-Conditioned Latent Diffusion and Transfer Learning from Large Chronic Wound Datasets
  16. CrossMeta-ViT: Concomitant Cross-Attention Guided Multimodal Fusion for Skin Lesion Classification
  17. Burn Extent and Fitzpatrick Skin Tone Assessment from Clinical Photographs: Systematic and Random Error in Multimodal Large Language Models
  18. FVeinSyn: Synthetic Finger Vein Image Generator
  19. LUTSeg: A Longitudinal Multi-Expert Dataset for Ulcer Tissue Segmentation
  20. Deep Feature Pyramid Convolutional Networks with In-Place Activated Batch Normalization for Automated Skin Lesion Boundary Segmentation
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L3 Region - - 2026 Sep Q3

Generative Adversarial Networks and Image Synthesis

21 papers

Top Topics (5)

Cutaneous Melanoma Detection and Management11
Computer Vision and Pattern Recognition7
Generative Adversarial Networks and Image Synthesis1
Human-Computer Interaction1
Burn Injury Management and Outcomes1

Top Publications (20)

1.EdgeEval: A model-agnostic rapid prototyping framework for image processing at the edge2.WoundAIssist: Development and Evaluation of an AI-Based Mobile Application for Remote Chronic Wound Care in Elderly Patients3.GSCA-UNet: a gated spatial-channel attention U-net for accurate skin lesion segmentation4.QuadResBottleNeck: A lightweight bottleneck-based residual CNN for efficient multi-class skin lesion classification5.Learnable Frequency-Domain Attention with Deep Supervision for Accurate Skin Lesion Segmentation and Diagnosis6.BruNet: A Cross-Domain Transfer Framework for Bruise Segmentation7.An Attention-Guided Global and Local Fusion Framework for Lesion-Focused Image Classification8.Wound3DAssist: A Practical Framework for 3D Wound Assessment9.FAED: fuzzy attention-aided encoder-decoder architecture for skin lesion segmentation10.Hybrid CNN–BiLSTM with Multi-Transformer Stacking for Skin Lesion Classification11.Beyond Internal Performance: Evaluating Loss, Augmentation, Fusion, and Generalization in Skin Lesion Classification12.Beyond Internal Performance: Evaluating Loss, Augmentation, Fusion, and Generalization in Skin Lesion Classification13.Beyond Aggregate Accuracy: Evaluating Fusion Strategies for Skin Lesion Classification Under Natural Class Imbalance14.Beyond Aggregate Accuracy: Evaluating Fusion Strategies for Skin Lesion Classification Under Natural Class Imbalance15.Synthetic Leprosy Image Generation Using Mask-Conditioned Latent Diffusion and Transfer Learning from Large Chronic Wound Datasets16.CrossMeta-ViT: Concomitant Cross-Attention Guided Multimodal Fusion for Skin Lesion Classification17.Burn Extent and Fitzpatrick Skin Tone Assessment from Clinical Photographs: Systematic and Random Error in Multimodal Large Language Models18.FVeinSyn: Synthetic Finger Vein Image Generator19.LUTSeg: A Longitudinal Multi-Expert Dataset for Ulcer Tissue Segmentation20.Deep Feature Pyramid Convolutional Networks with In-Place Activated Batch Normalization for Automated Skin Lesion Boundary Segmentation
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