Swapnil Mahajan
Graduate Research @ IIT Madras • Geometric Deep Learning • Computer Vision • Machine Vision • Generative AI • Computational Geometry • Engineering Design • CAD Customization
- Role
- Graduate Research Assistant at Advanced Geometric Computing Lab, Iit Madras
- Location
- Chennai, TN, IN
- LinkedIn followers
- 500 followers
About Swapnil Mahajan
Graduate student from IIT Madras specializing in engineering design, with experience…
Experience
Graduate Research Assistant
Advanced Geometric Computing Lab, Iit Madras
Jul 2022 — Present · Chennai, IN
Conducted AI-driven research in 3D CAD model Generation and retrieval from 2D orthographic views, utilizing deep learning (Graph Networks) and cross-modal techniques- Performed an extensive literature survey and implemented key research papers on deep learning methods for CAD generation and retrieval, focusing on spatial reasoning and model alignment between 2D and 3D representations- Developed and integrated deep learning-based techniques to enhance retrieval accuracy, robustness, and generalization in 3D CAD model retrieval systems- Leveraged SolidWorks for automated generation of orthographic views and streamlined the process for large-scale CAD model dataset generation- Applied edge based spatial encoding and proximity learning to improve model performance across various retrieval tasks- Publication: Published findings in Computers & Graphics journal (2025) and presented at the Eurographics Symposium on 3D Object Retrieval 2025.
Education
Maharashtra State Board of Secondary and Higher Secondary Education (MSBSHSE)
Secondary School Education
2013 — 2014
Savitribai Phule Pune University
Bachelor of Engineering - BE, Mechanical Engineering
2017 — 2020
Indian Institute of Technology, Madras
Master of Science - MS, Engineering Design
2022 — 2025
Maharashtra State Board of Technical Education (MSBTE)
Diploma, Mechanical Engineering
2014 — 2017
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