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Sahil Tharwani
Maharashtra, India0 followers0 following
- About
- High School
- Bachelor's
- Target
- IELTS
Male
Maharashtra, India
Work ExperienceVideo editing
Content Creation - Freelance
Dec 15, 2023 - Present · 2 yrs 6 mos
Maharashtra, India
Working with clients in fitness, lifestyle, and business sectors across the globe to create cinematic edits and promotional content. Specialized in reels, short-form storytelling, and color grading to boost brand engagement. Managed projects end-to-end, from creative direction to final delivery, ensuring high client satisfaction. Built strong long-term client relationships while handling multiple projects independently.
ProjectsSahil Tharwani has not added any project yet.
Research PapersObject Segmentation and Depth Perception for ADAS Guided Automobiles
Aug 3, 2025 - GRENZE International Journal of Engineering and Technology
This paper presents a custom-trained object detection model based on YOLOv8n, optimized for real-time multiclass detection of animals, vehicles, and people. Leveraging a curated dataset of 2966 instances across 1000 images, the model was fine-tuned with extensive data augmentation techniques, layer freezing, and learning rate scheduling to maximize generalization. Training was conducted for 100 epochs using a batch size of 16 and an image resolution of 640x640. On the test set, the model achieved a precision of 0.753, recall of 0.591, mAP@0.5 of 0.659, and mAP@0.5:0.95 of 0.431, demonstrating a strong balance between accuracy and computational efficiency. The final architecture, with only 3 million parameters, enables deployment on edge devices while maintaining high detection performance. The paper highlights the trade-offs between model complexity, training strategies, and precision targets, providing insights for real-world deployment in constrained environments.
PDF
Object_Segmentation_and_Depth_Perception_for_ADASGuided_Automobiles.pdf
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