Latest Research in Computer Vision and Pattern Recognition

29 research papers · 2026 median publication year

Top Research Topics in Computer Vision and Pattern Recognition

Highest-Cited Papers

  1. KG-Seg: Medical Knowledge-Guided Target-State Learning for 3D Lesion Segmentation with Lesion-Only Annotations
  2. De-GAN - Dynamic Parameter Tuned GAN for 3D Medical Image Segmentation: A Step Towards Generalisation
  3. MedDiME: Efficient Latent Diffusion with Adaptive Masking for Medical Counterfactual Generation
  4. Uni-Light: An Ultra-Lightweight Framework via Uncertainty-Aware Knowledge Distillation for Brain Tumour Segmentation
  5. 3D CT-to-PET Translation via Latent Brownian Bridge Diffusion
  6. EPC-3D-Diff: Equivariant Physics Consistent Conditional 3D Latent Diffusion for CBCT to CT Synthesis
  7. DTMG-Net: diffusion model with MoE and multi-scale dilated attention for CRC tongue image generative augmentation
  8. Compositional Reward Models for Conditional Medical Image Generation
  9. Auditing Patient Privacy in Medical Generative Models: Scalable Memorization Detection with DeepSSIM++
  10. WiseSeg: weakly supervised whole-body PET/CT segmentation of 147 anatomical structures
  11. UnCapsTSR: An Unsupervised Transformer-based Image Super-Resolution Approach for Capsule Endoscopy Images
  12. Transformer-enhanced generative adversarial networks for improving MR image quality in prostate imaging
  13. Analyzing the Impact of Photometric Data Augmentation on Medical Instance Segmentation Performance
  14. GazeRefine: Expert Gaze as a Test-Time Prompt for Training-Free Medical Image Segmentation
  15. Pretrained, Curriculum-Tuned, and Ensembled: A Tracer-Aware Interactive Segmentation Pipeline for AutoPET V
  16. Boundary aware dual encoder learning for accurate cell segmentation
  17. A UTLO-Based Approach for Small-Sample Imbalanced Medical Image Generation
  18. A medical image classification algorithm based on a hierarchical and complementary attention-enhanced Swin Transformer model
  19. Learning To Focus: Anatomy-Guided Attention Regularization for Medical Image Classification
  20. The generative adversarial networks (GANs) for case- or scenario-based teaching in orthodontic education, a scoping review
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L3 Region - - 2026 Sep Q3

Computer Vision and Pattern Recognition

29 papers

Top Topics (10)

Computer Vision and Pattern Recognition15
Advanced Neural Network Applications3
Image and Video Processing2
AI in cancer detection2
Voice and Speech Disorders1
Medical Imaging Techniques and Applications1
Prostate Cancer Diagnosis and Treatment1
Generative Adversarial Networks and Image Synthesis1
Dental Radiography and Imaging1
Digital Radiography and Breast Imaging1

Top Publications (20)

1.KG-Seg: Medical Knowledge-Guided Target-State Learning for 3D Lesion Segmentation with Lesion-Only Annotations2.De-GAN - Dynamic Parameter Tuned GAN for 3D Medical Image Segmentation: A Step Towards Generalisation3.MedDiME: Efficient Latent Diffusion with Adaptive Masking for Medical Counterfactual Generation4.Uni-Light: An Ultra-Lightweight Framework via Uncertainty-Aware Knowledge Distillation for Brain Tumour Segmentation5.3D CT-to-PET Translation via Latent Brownian Bridge Diffusion6.EPC-3D-Diff: Equivariant Physics Consistent Conditional 3D Latent Diffusion for CBCT to CT Synthesis7.DTMG-Net: diffusion model with MoE and multi-scale dilated attention for CRC tongue image generative augmentation8.Compositional Reward Models for Conditional Medical Image Generation9.Auditing Patient Privacy in Medical Generative Models: Scalable Memorization Detection with DeepSSIM++10.WiseSeg: weakly supervised whole-body PET/CT segmentation of 147 anatomical structures11.UnCapsTSR: An Unsupervised Transformer-based Image Super-Resolution Approach for Capsule Endoscopy Images12.Transformer-enhanced generative adversarial networks for improving MR image quality in prostate imaging13.Analyzing the Impact of Photometric Data Augmentation on Medical Instance Segmentation Performance14.GazeRefine: Expert Gaze as a Test-Time Prompt for Training-Free Medical Image Segmentation15.Pretrained, Curriculum-Tuned, and Ensembled: A Tracer-Aware Interactive Segmentation Pipeline for AutoPET V16.Boundary aware dual encoder learning for accurate cell segmentation17.A UTLO-Based Approach for Small-Sample Imbalanced Medical Image Generation18.A medical image classification algorithm based on a hierarchical and complementary attention-enhanced Swin Transformer model19.Learning To Focus: Anatomy-Guided Attention Regularization for Medical Image Classification20.The generative adversarial networks (GANs) for case- or scenario-based teaching in orthodontic education, a scoping review
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