Dilip Goswami-Freelance Computer Vision Consultant
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Experience
Freelance Computer Vision Consultant
Spiral Physical Therapy Inc.
- Developing methods for monocular 3D facial reconstruction and personalized geometric modelling from mobile imagery
- Building learning-based approaches for facial shape estimation, video-based facial analysis, and privacy-preserving visual learning
Research Trainee (Erasmus+ Scholar)
Institut Pascal (EnCoV – Axe TGI)
- Developed an automated framework for registering preoperative CT-based anatomy with intraoperative endoscopic reconstructions for AR-guided endonasal surgery
- Built data preparation workflows for anatomical viewpoint classification and intranasal landmark segmentation under limited-data and class-imbalance conditions
- Designed a coarse-to-fine 3D registration pipeline using semantic initialization and ICP-based refinement
- Achieved 91.8% overall accuracy and 92.7% macro F1-score on held-out viewpoint classification; class-wise F1: 89.8% anterior, 91.0% middle, 97.3% posterior
- Built a mesh registration and evaluation workflow with one-way surface-distance analysis over 19,157 samples; evaluation yielded 1.2051 mm mean error, 0.9635 mm median error, 1.5571 mm RMSE, and 94.1% of points within 3 mm
Computer Vision Intern
SurgAR
- Supported AR-based visualization workflows for hepatectomy planning and surgical guidance
- Annotated and validated medical video data for segmentation and AR-based vision workflows
- Performed testing and quality checks for AR-based surgical tools
Working Student — Computer Vision
Eagle Eye Technologies GmbH
- Implemented a CNN-based visual anonymization workflow for automatic fading of human faces and vehicle registration plates
- Performed data cleaning, preprocessing, and dataset quality control
Permit Operations Database Executive
ASL Systems Ltd.
- Database operations, records management, and data quality control
Design and Sales Engineer
Concept to Construction Ltd.
- Structural design support, client coordination, and project-related 3D modelling
Site Planning Intern
Tangail Municipality
- Planning support, spatial design, and 3D rendering for municipal projects
Industry Experience
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Experienced in Healthcare, Construction, and Information Technology.
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Experienced in Product Development, Research and Development, Sales, Information Technology, Quality Assurance, and Operations.
Summary
Computer vision engineer with experience in 3D vision, medical image analysis, semantic segmentation, anatomical viewpoint classification, and geometric registration for AR-guided surgical applications. Skilled in building data-centric and geometry-aware vision pipelines for medical imaging workflows.
Skills
- Programming: Python, C++, Matlab, Sql
- Frameworks & Tools: Pytorch, Tensorrt, Opencv, Open3d, Mediapipe, Albumentations, Numpy, Pandas, Fastapi, Docker, Git, Gcp
- Computer Vision: 3d Registration, Icp, Camera Calibration, Multi-View Geometry, Pose Estimation, Structure From Motion (Sfm), 3d Reconstruction, Point Clouds, Endoscopic Image Analysis
- Deep Learning: Resnet, U-Net++, Gans, Ma-Net, Vision Transformers, Yolo, Focal Loss, Tversky Loss, Mixed Precision (Amp), Model Ema
Languages
Education
Technical University of Berlin
Master of Science, Geodesy and Geoinformation Science · Geodesy and Geoinformation Science · Berlin, Germany
Khulna University of Engineering & Technology (KUET)
Bachelor of Science, Urban and Regional Planning · Urban and Regional Planning · Khulna, Bangladesh
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