Sotiris Nousias 
              
              Welcome to my website! I am Sotiris, Postdoctoral Fellow at University of Toronto working with  Prof. Kyros Kutulakos . My current research focuses on imaging and 3D reconstruction under low light conditions.
              
              
                Prior to UofT, I obtained my PhD from UCL under the supervision of  Prof. Christos Bergeles . During my PhD, I conducted research on structure from motion with light fields. Centuries ago, I worked on state estimation for legged robots under the supervision of Prof. Evangelos Papadopoulos.
              
              
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                Teaching 
              
             
            
               
             
           
         
        
            
            
              Research 
              
                I'm interested in computer vision, computational photography and neural fields. My current research revolves around photon cameras, a cutting-edge technology capable of detecting the tiniest unit of light - the photon. I'm excited about coming up with new ways to process signals from photon cameras, so we can see the world in never-before-seen ways.
              
          
         
            I will join Purdue University  in the
            CS department  as an assistant professor in Fall 2025!
         
        
        
          Prospective students:  
             I am actively looking for motivated and talented students! If you are interested in joining my group, please read
             this .
         
        
             
           
         
        
          
          
            Publications 
           
         
            
            
              
                
                  
                    
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                Opportunistic Single‑Photon Time of Flight 
               
               
              Sotiris Nousias*  ,
              Mian Wei * ,
              Howard Xiao ,
              Maxx Wu ,
              Shahmeer Athar ,
              Kevin J. Wang ,
              Anagh Malik ,
              David A. Barmherzig ,
              David B. Lindell ,
              Kiriakos N. Kutulakos  
               
              * Joint first authors. 
              CVPR  2025, Oral  
               
              project page 
              
              
                We propose a passive single‑photon method that opportunistically recovers time‑of‑flight from ambient pulsed light sources.
              
             
           
            
             
              
                
                  
                    
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                Passive Ultra-Wideband Single-Photon Imaging 
               
               
                Mian Wei*  , Sotiris Nousias*  , Rahul Gulve  , David B. Lindell , Kiriakos N. Kutulakos 
              
                * Joint first authors.
              ICCV  2023, Marr Prize (best paper award)  
               
              project page 
              
              
              We introduce a novel theory and method that passively captures a dynamic scene once and allows re-rendering of video across 9+ orders of magnitude in time.
              
             
           
           
            
              
                
                
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                Transient Neural Radiance Fields for Lidar View Synthesis and 3D Reconstruction 
               
               
              Anagh Malik , Parsa Mirdehghan , Sotiris Nousias , Kiriakos N. Kutulakos , David B. Lindell 
               
              NeurIPS  2023, Spotlight  
               
              project page 
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              video 
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              arXiv 
              
              
              We introduce a method to do novel view lidar synthesis, allowing sparse view scene reconstruction.
              
             
           
          
            
              
              
             
            
              
                Design and quasistatic modelling of hybrid continuum multi-arm robots 
               
               
              Zisos Mitros ,
              S.M.Hadi Sadati ,
              Sotiris Nousias ,
              Lyndon Da Cruz ,
              Christos Bergeles 
               
              ICRA  2022
               
              
              
              
              Novel design and modelling of continuum robots for robotic surgery.
              
             
           
          
            
              
              
             
            
              
                From Calibration to Large-Scale Structure from Motion with Light Fields 
               
               
              Sotirios D. Nousias   
               
              University College London , 2021
               
              
              
              
              PhD Thesis
              
               Examiners:  
                Prof. Andrew Davison ,
                Dr Fransisco Vasconcelos 
              
             
           
          
            
              
              
             
            
              
                A linear approach to absolute pose estimation for light fields 
               
               
              Sotiris Nousias ,
              Manolis Lourakis , 
							Pearse Keane ,
              Sebastien Ourselin ,
              Christos Bergeles 
               
              3DV  2020
               
              
              
              
              Absolute pose estimation for light fields using 4 correspondences.
              
             
           
            
            
              
                
                
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                Large-scale, metric structure from motion for unordered light fields 
               
               
              Sotiris Nousias ,
              Manolis Lourakis , 
              Christos Bergeles 
               
              CVPR  2019
               
              video 
              
              
              Large scale structure from motion framework for metric 3D reconstruction using light fields.
              
             
           
					
            
            
              
              
             
            
              
                A Theory of Fermat Paths for Non-Line-of-Sight Shape Reconstruction 
               
               
              Shumian Xin , 
              Sotiris Nousias ,
              Kyriakos N. Kutulakos ,
              Aswin C. Sankaranarayanan ,
              Srinivasa G. Narasimhan ,
              Ioannis Gkioulekas 
               
              CVPR  2019, Best Paper Award  
               
              project page 
              
              
              NLOS shape reconstruction.
              
             
           
            
            
              
              
             
            
              
                Part-to-whole Registration of Histology and MRI using Shape Elements 
               
               
              Jonas Pichat, Juan Eugenio Iglesias,  Sotiris Nousias  , Tarek Yousry, Sebastien Ourselin, Marc Modat
               
              ICCV Workshops  2017
               
              
              
              
              Registration of different modalities in medical images using level-lines.
              
             
           
            
            
              
              
             
            
              
                Corner-based Geometric Calibration of Multi-focus plenoptic cameras 
               
               
              Sotiris Nousias ,
              Francois Chadebecq ,
              Jonas Pichat ,
              Pearse Keane ,
              Sebastien Ourselin ,
              Christos Bergeles 
               
              ICCV  2017
               
              code 
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              supplementary               
              
              
              Calibration of plenoptic cameras using checkerboards.
              
             
           
            
            
              
              
             
            
              
                Quadruped Robot Roll and Pitch Estimation using an Unscented Kalman Filter 
               
               
              Sotiris Nousias ,
              Evangelos Papadopoulos 
               
              Med. Conf. on Control and Automation  2016
               
              
              
              
              Estimation of a quadruped's roll and pitch using an IMU and leg kinematics.