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parthkvv/README.md

Parth_vasoya_github

I am pursuing research at the Indian Institute of Science (IISc), where I'm a part of the Intelligent Inclusive Interaction Design Lab, advised by Dr. Pradipta Biswas. Previously, I interned at Reliance Industries Limited as a Web Developer. Before that, I interned as a Machine Learning Engineer at Devtown. I recently completed my undergraduate (Bachelor of Engineering) in Information Technology from the Β  Β  G H Patel College of Engineering and Technology, Anand.

My long-term research goal is to develop autonomous systems capable of robust real-time decision-making. To achieve this, I've been working on deep learning for perception. Currently, I'm working on networks that can handle multiple perception tasks.

Portfolio πŸ‘©β€πŸ’»

Parth_vasoya_github_portfolio


Projects πŸš€πŸš—πŸ‘©β€πŸ’»

Lane Detection in Challenging Environments

Developed a novel recurrent neural network for lane detection based on LSTM with higher accuracy and lower inference cost on Indian Driving Dataset (IDD) over CRF-based methods.

Visit πŸ‘‰

Traffic Sign Detection

YOLOv3 object detector that identifies people and traffic signs. Trained using OpenImageV6 and Bosch Small Traffic Light Dataset. Optimized a YOLOv3-Deep SORT object tracker through Dlib integration.

Visit πŸ‘‰

Carpool Management System

A Carpool Management System serving 24k users across a 300 sq. km area at Reliance Industries Limited refinery complex. Implemented a data visualization tool using react-map-gl to monitor 1480 vehicles.

Visit πŸ‘‰

Real-time Driver Drowsiness Monitoring

A driver drowsiness detector that can identify blinks and yawns using Dlib and a separate subnetwork. Developed a CNN based on the attention mechanism for eye gaze estimation on the NVGaze dataset.

Visit πŸ‘‰

Robust Face-mask Detection

A CNN architecture that employs multi-task learning to detect the presence of a face mask and its coverage of the nose, mouth, and chin on human faces. Conducted training on MaskedFace-Net 138k synthetic images.

Visit πŸ‘‰



Skill Set πŸ› 

Programming Languages

Python JS C C++
HTML Java PHP MySQL

Libraries and Frameworks

TensorFlow Pytorch Keras Scikit Learn OpenCV
ReactJS NodeJS Django Flask ROS

Cloud

AWS Heroku

Databases

SQL MongoDB ElasticSearch

Tools

MATLAB PyCharm VS Code git Jupyter


Github Stats πŸ“Š


parthkvv's Github Stats parthkvv's Top Languages
Note: Top languages is only a metric of the languages my public code consists of and doesn't reflect experience or skill level.

parthkvv's Activity Graph

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  1. Lane-Detection-in-Unstructured-Environments Lane-Detection-in-Unstructured-Environments Public

    A novel recurrent neural network for lane detection based on LSTM. Achieved 2% improvement in accuracy and 150% reduction in inference cost on Indian Driving Dataset (IDD) over CRF-based methods

    Python 1

  2. Lane_Detection_IDD_Dataset Lane_Detection_IDD_Dataset Public

    Lane detection using CNN with separate embedding and segmentation branches that yield embeddings on each lane pixel. Adopted instance segmentation approach to alleviate the issue of changing lane …

    Python

  3. Carpool_Management_System Carpool_Management_System Public

    Developed a Carpool Management System using Node.js for the core trip execution engine. Implemented a data visualization tool using react-map-gl for monitoring.

    JavaScript 6 1

  4. Real-time_Drowsiness_Detection Real-time_Drowsiness_Detection Public

    A CNN-based drowsiness detector with Dlib facial feature extractor. Designed a sub-network based on lightweight architectures for yawn detection. Implemented a CNN based on attention mechanism for …

    Python 1

  5. YOLOv3_Object_Tracking YOLOv3_Object_Tracking Public

    Optimized a YOLOv3-Deep SORT object tracker through Dlib integration and minimized loss to 4.73%

    Python 1

  6. YOLOv3_Traffic_Sign_Detection YOLOv3_Traffic_Sign_Detection Public

    A YOLOv3 object detector to identify people and traffic signs on OpenImageV6 1.6M images

    Python