Roy, Saikat

1. nnU-Net Revisited: A Call for Rigorous Validation in 3D Medical Image Segmentation
   2024/04/15 by Fabian Isensee, Tassilo Wald, Isensee, Fabian +11 · 73 citations
   Computer Science · Engineering · Medicine · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging and Analysis #Radiomics and Machine Learning in Medical Imaging
2. MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation
   2023/03/17 by Roy, Saikat, Koehler, Gregor, Ulrich, Constantin +5 · 41 citations
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
3. Skeleton Recall Loss for Connectivity Conserving and Resource Efficient Segmentation of Thin Tubular Structures
   2024/04/03 by Yannick Kirchhoff, Kirchhoff, Yannick, Maximilian Rokuss +18 · 8 citations
   Engineering · #Additive Manufacturing and 3D Printing Technologies #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Manufacturing Process and Optimization #Modular Robots and Swarm Intelligence #electronic engineering #information engineering
4. Touchstone Benchmark: Are We on the Right Way for Evaluating AI Algorithms for Medical Segmentation?
   2024/11/06 by Pedro R. A. S. Bassi, Wenxuan Li, Bassi, Pedro R. A. S. +103 · 13 citations
   Engineering · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging and Analysis
5. Primus: Enforcing Attention Usage for 3D Medical Image Segmentation
   2025/03/03 by Tassilo Wald, Wald, Tassilo, Saikat Roy +17 · 8 citations
   Computer Science · Engineering · #Medical Image Segmentation Techniques #Medical Imaging and Analysis #Computer Graphics and Visualization Techniques
6. SAM.MD: Zero-shot medical image segmentation capabilities of the Segment Anything Model
   2023/04/10 by Saikat Roy, Roy, Saikat, Tassilo Wald +13 · 2 citations
   Medicine · #Artificial Intelligence in Healthcare and Education #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
7. LesionLocator: Zero-Shot Universal Tumor Segmentation and Tracking in 3D Whole-Body Imaging
   2025/02/28 by Rokuss, Maximilian, Kirchhoff, Yannick, Akbal, Seval +7 · 6 citations
   #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
8. A numerical range approach to Birkhoff-James orthogonality with applications
   2023/06/05 by Miguel Martı́n, Javier Merí, Martin, Miguel +7 · 2 citations
   Computer Science · Engineering · #46B25 #46B28 #46E15 #46E40 #47A12 #47A30 #Constraint Satisfaction and Optimization #FOS: Mathematics #Functional Analysis (math.FA) #Primary 46B04 #Secondary 46B20 #Structural Health Monitoring Techniques
9. Longitudinal Segmentation of MS Lesions via Temporal Difference Weighting
   2024/09/20 by Maximilian Rokuss, Yannick Kirchhoff, Rokuss, Maximilian +20 · 4 citations
   Computer Science · Medicine · Neuroscience · #AI in cancer detection #Brain Tumor Detection and Classification #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
10. The Weak differentiability of norm and a generalized Bhatia-Šemrl Theorem
    2022/02/25 by Roy, Saikat · 1 citation
    #15A69 #46A32 #46G25 #FOS: Mathematics #Functional Analysis (math.FA)
11. Dipole Screening in Pure Shear Strain Protocols of Amorphous Solids
    2023/05/18 by Chandana Mondal, Mondal, Chandana, Michael Moshe +5 · 2 citations
    Engineering · Materials Science · #Advanced Sensor and Energy Harvesting Materials #FOS: Physical sciences #Liquid Crystal Research Advancements #Materials Science (cond-mat.mtrl-sci) #Metallic Glasses and Amorphous Alloys #Soft Condensed Matter (cond-mat.soft)
12. Expectation-Maximization as the Engine of Scalable Medical Intelligence
    2025/01/06 by Wenxuan Li, Pedro R. A. S. Bassi, Li, Wenxuan +37 · 4 citations
    Decision Sciences · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Scientific Computing and Data Management
13. A study of symmetric points in Banach spaces
    2019/09/27 by Sain, Debmalya, Roy, Saikat, Bagchi, Satya +1 · 1 citation
    #46B20 #52A21 #FOS: Mathematics #Functional Analysis (math.FA)
14. Investigating the Feasibility of Patch-based Inference for Generalized Diffusion Priors in Inverse Problems for Medical Images
    2025/01/25 by Saikat Roy, Mahmoud Mostapha, Roy, Saikat +7 · 2 citations
    Mathematics · Computer Science · #Numerical methods in inverse problems #Image and Signal Denoising Methods