Research
              
                I'm interested in 3D Computer Vision, Scene Reconstruction & Understanding, Digital Twins.
               
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          * denotes equal contribution. 
          
          
          
          
            
               
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              Pseudo-Labeling via Video Object Tracking for Scalable Monocular 3D Object Detection
               
              Seokyeong Lee*, Sithu Aung*, Junyong Choi, Seungryong Kim, Ig-Jae Kim, Junghyun Cho
               
              arXiv, 2025
              
               
              
              
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              A training-free pseudo-labeling framework for 3D object detection. 
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              Multi-View Pedestrian Occupancy Prediction with a Novel Synthetic Dataset
               
              Sithu Aung, Min-Cheol Sagong, Junghyun Cho
               
              The 39th Annual AAAI Conference on Artificial Intelligence (AAAI), 2025
              
               
              
              
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              A new occupancy prediction dataset for dense pedestrians in multi-view environments. 
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              Enhancing Multi-view Pedestrian Detection Through Generalized 3D Feature Pulling
               
              Sithu Aung, Haesol Park, Hyungjoo Jung, Junghyun Cho
               
              IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2024
              
               
              
              
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              An effective 3D feature pulling method for generalizable multi-view pedestrian detection. 
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              Open-source Projects
              I open-sourced a lot of works in my earlier days. 
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              Easy-to-use Face Analysis Tool
               
              projects 
               
              2022-06-21
               
              
              
              
              
              
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              Face analysis tool including face & landmark detection, recognition, facial expression recognition and facial attribute classification. 
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              A collection of SOTA Image Classification Models in PyTorch
               
              projects 
               
              2022-05-08
               
              
              
              
              
              
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              Intended for easy to use and integrate SOTA image classification models into down-stream tasks and finetuning with custom datasets. 
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              SOTA Segmentation Models in PyTorch
               
              projects 
               
              2022-05-01
               
              
              
              
              
              
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              Easy to use and customizable SOTA semantic segmentation models in PyTorch. 
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              Top-Down Multi-person Pose Estimation
               
              projects 
               
              2021-09-20
               
              
              
              
              
              
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              Multi-person pose estimation based on top-down method, incorporating real-time YOLO detector with SOTA pose estimation models. 
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              Object Tracking with YOLO, CLIP and DeepSORT
               
              projects 
               
              2021-09-19
               
              
              
              
              
              
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              Tracking by detection with real-time YOLO detector with classic DeepSORT tracking pipeline and zero-shot feature extractor, CLIP. 
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              Services
              Reviewer: ICCV 2025, BMVC 2025, CVPR 2026. 
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