Research map: Medical Referring Image Segmentation via Next-Token Mask Prediction

Back to the article

Papers in this map

  1. U-Net: Convolutional Networks for Biomedical Image Segmentation · Olaf Ronneberger · 2015 · 92974 citations · Cited by this paper
  2. 4-D Reconstruction of Fetal Left Ventricle From Echocardiography via 2.5-D Radial Segmentation and Graph-Fourier Reconstruction · 2026 · Related
  3. Exploiting Generative AI to Scale up Intelligent Tutoring Systems · Jakubův, Jan · 2023 · 79058 citations · Cited by this paper
  4. EIGNN: An Explainable Imaging-Genetic Neural Network for Robust Alzheimer's Disease Risk Prediction · 2026 · Related
  5. nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation · Fabian Isensee · 2020 · 9720 citations · Cited by this paper
  6. Neural Optimization for Image Registration via Joint Modeling of Global Affine and Local Deformation Transformations · 2026 · Related
  7. UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation · Zongwei Zhou · 2019 · 4416 citations · Cited by this paper
  8. Clinical Knowledge-Guided PET/CT Lesion Segmentation With Interpretable Fusion of Metabolic and Structural Cues · 2026 · Related
  9. Swin-Unet: Unet-Like Pure Transformer for Medical Image Segmentation · Hu Cao · 2023 · 4066 citations · Cited by this paper
  10. Boundary-Aware Spectral and Morphological Guidance Method for Feature-Driven Colorectal Cancer Segmentation · 2026 · Related
  11. TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation · Jieneng Chen · 2021 · 3968 citations · Cited by this paper
  12. OphFusionNet: Uncertainty-Driven Multi-Scale Multimodal Feature Fusion Network for Ophthalmic Diseases Classification · 2026 · Related
  13. Brain Tumor Segmentation Using Convolutional Neural Networks in MRI Images · Sergio Wilson Alves Pereira · 2016 · 2756 citations · Cited by this paper
  14. Fast 3-D Ultrasound Localization Microscopy via Projection-Based Processing Framework · 2026 · Related
  15. CE-Net: Context Encoder Network for 2D Medical Image Segmentation · Zaiwang Gu · 2019 · 2287 citations · Cited by this paper
  16. Cross-Distribution Diffusion Priors-Driven Iterative Reconstruction for Sparse-View CT · 2026 · Related
  17. Inf-Net: Automatic COVID-19 Lung Infection Segmentation From CT Images · Deng-Ping Fan · 2020 · 1237 citations · Cited by this paper
  18. Uncertainty-Aware Information Pursuit for Interpretable and Reliable Medical Image Analysis · 2026 · Related
  19. Visual Instruction Tuning · Haotian Liu · 2023 · 1191 citations · Cited by this paper
  20. Frequency-Aware Causal Regularization for Multiple Instance Learning in Whole Slide Image Classification · 2026 · Related
  21. CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation · Ran Gu · 2020 · 726 citations · Cited by this paper
  22. Deep Long-Tailed Learning: A Survey · Yifan Zhang · 2023 · 680 citations · Cited by this paper
  23. Automatic lung segmentation in routine imaging is primarily a data diversity problem, not a methodology problem · Johannes Hofmanninger · 2020 · 623 citations · Cited by this paper
  24. GLoRIA: A Multimodal Global-Local Representation Learning Framework for Label-efficient Medical Image Recognition · Shih-Cheng Huang · 2021 · 455 citations · Cited by this paper
  25. Segmentation from Natural Language Expressions · Ronghang Hu · 2016 · 449 citations · Cited by this paper
  26. LISA: Reasoning Segmentation via Large Language Model · Xin Lai · 2024 · 380 citations · Cited by this paper
  27. LViT: Language Meets Vision Transformer in Medical Image Segmentation · Zihan Li · 2023 · 368 citations · Cited by this paper
  28. Recurrent Multimodal Interaction for Referring Image Segmentation · Chenxi Liu · 2017 · 286 citations · Cited by this paper
  29. Referring Image Segmentation via Recurrent Refinement Networks · Ruiyu Li · 2018 · 286 citations · Cited by this paper
  30. TGANet: Text-Guided Attention for Improved Polyp Segmentation · Nikhil Kumar Tomar · 2022 · 194 citations · Cited by this paper
  31. GLaMM: Pixel Grounding Large Multimodal Model · Hanoona Rasheed · 2024 · 175 citations · Cited by this paper
  32. Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction · Keyu Tian · 2024 · 110 citations · Cited by this paper
  33. Osegnet: Operational Segmentation Network for Covid-19 Detection Using Chest X-Ray Images · Aysen Degerli · 2022 · 96 citations · Cited by this paper
  34. Toward Robust Referring Image Segmentation · Jianzong Wu · 2024 · 82 citations · Cited by this paper
  35. Beyond One-to-One: Rethinking the Referring Image Segmentation · Yutao Hu · 2023 · 69 citations · Cited by this paper
  36. Ariadne’s Thread: Using Text Prompts to Improve Segmentation of Infected Areas from Chest X-ray Images · Yi Zhong · 2023 · 65 citations · Cited by this paper
  37. MedCLIP-SAM: Bridging Text and Image Towards Universal Medical Image Segmentation · Taha Koleilat · 2024 · 58 citations · Cited by this paper
  38. Kandinsky: An Improved Text-to-Image Synthesis with Image Prior and Latent Diffusion · Anton Razzhigaev · 2023 · 45 citations · Cited by this paper
  39. Cross-Modal Conditioned Reconstruction for Language-Guided Medical Image Segmentation · Xiaoshuang Huang · 2024 · 41 citations · Cited by this paper

Source: OpenAlex (CC0)