Latest Research in Advanced Neural Network Applications

41 research papers · 2026 median publication year

Top Research Topics in Advanced Neural Network Applications

Highest-Cited Papers

  1. BINDER: A Latent Variable Model for Probabilistic Medical Image Registration
  2. G^2RA-NET: Graph-based Cross-Slice Relation Modeling with Attention Gating for Medical Image Segmentation
  3. UniReg: Conditional Unified Model for Medical Image Registration
  4. SFC-Net: A spatial-frequency collaborative network for multi-modal medical image fusion
  5. Evolving Error States: Failure-Aware Progressive Repair for Ultrasound Lesion Segmentation
  6. IMVS: Interactive Medical Volume Segmentation with Test-Time Adaptation - A New Method for Annotating Radiology Datasets
  7. SAMReg: SAM-enabled Image Registration with ROI-based Correspondence
  8. GP-VM$\times$SMA: Benchmarking General-Purpose Vision Models and Specialized Architectures for 2D Medical Image Segmentation
  9. BiSegMamba: Efficient Bidirectional Tri-Oriented Mamba for 3D Medical Image Segmentation
  10. SCDM: Spatial-Contextual Disentanglement Mamba via Differential Inference for Efficient Image Classification
  11. MCSeg: Pre-training and Fine-tuning Volumetric Pyramid Transformer for Multi-modal Cardiac Image Segmentation
  12. Fast and Accurate Monomodal 3D High Resolution Deep Registration of Drosophila Larval Brain Volumes
  13. Dynamic Consistency-Aware Multi-View Learning with SAM3 for 3D Medical Image Segmentation
  14. MFF-Net: Multi-Feature Fusion Network for Knee X-Ray Image Segmentation
  15. SSS: Semi-Supervised SAM-2 with Efficient Prompting for Medical Imaging Segmentation
  16. LightMedSeg-ISLES: Stroke Lesion Segmentation with 81x Fewer Parameters than nnU-Net
  17. Two-Parameter Flow Map Learning for Continuous-Time Diffeomorphic Image Registration
  18. LatentFM: A Latent Flow Matching Approach for Generative Medical Image Segmentation
  19. Medical Image Segmentation based on Deep Active Contour and Mean Curvature Loss Function
  20. Playing with Kruskal: A State-of-the-Art Report on Watershed Cuts
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
L3 Region - - 2026 Sep Q3

Advanced Neural Network Applications

41 papers

Top Topics (10)

Computer Vision and Pattern Recognition21
Advanced Neural Network Applications7
Image and Video Processing3
Advanced Image Fusion Techniques2
Medical Image Segmentation Techniques2
Osteoarthritis Treatment and Mechanisms1
Medical Imaging and Analysis1
Domain Adaptation and Few-Shot Learning1
AI in cancer detection1
Cutaneous Melanoma Detection and Management1

Top Publications (20)

1.BINDER: A Latent Variable Model for Probabilistic Medical Image Registration2.G^2RA-NET: Graph-based Cross-Slice Relation Modeling with Attention Gating for Medical Image Segmentation3.UniReg: Conditional Unified Model for Medical Image Registration4.SFC-Net: A spatial-frequency collaborative network for multi-modal medical image fusion5.Evolving Error States: Failure-Aware Progressive Repair for Ultrasound Lesion Segmentation6.IMVS: Interactive Medical Volume Segmentation with Test-Time Adaptation - A New Method for Annotating Radiology Datasets7.SAMReg: SAM-enabled Image Registration with ROI-based Correspondence8.GP-VM$\times$SMA: Benchmarking General-Purpose Vision Models and Specialized Architectures for 2D Medical Image Segmentation9.BiSegMamba: Efficient Bidirectional Tri-Oriented Mamba for 3D Medical Image Segmentation10.SCDM: Spatial-Contextual Disentanglement Mamba via Differential Inference for Efficient Image Classification11.MCSeg: Pre-training and Fine-tuning Volumetric Pyramid Transformer for Multi-modal Cardiac Image Segmentation12.Fast and Accurate Monomodal 3D High Resolution Deep Registration of Drosophila Larval Brain Volumes13.Dynamic Consistency-Aware Multi-View Learning with SAM3 for 3D Medical Image Segmentation14.MFF-Net: Multi-Feature Fusion Network for Knee X-Ray Image Segmentation15.SSS: Semi-Supervised SAM-2 with Efficient Prompting for Medical Imaging Segmentation16.LightMedSeg-ISLES: Stroke Lesion Segmentation with 81x Fewer Parameters than nnU-Net17.Two-Parameter Flow Map Learning for Continuous-Time Diffeomorphic Image Registration18.LatentFM: A Latent Flow Matching Approach for Generative Medical Image Segmentation19.Medical Image Segmentation based on Deep Active Contour and Mean Curvature Loss Function20.Playing with Kruskal: A State-of-the-Art Report on Watershed Cuts
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.