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Hi, I'm Sagar Kumar πŸ‘‹

Computer Vision | Robot Perception

As a researcher at the intersection of computer vision and robotics, I am passionate about developing innovative solutions that harness the power of autonomous technologies to improve the precision and efficiency of modern agriculture.

🌱 About Me

I specialize in:

  • Robot Perception and Localization: Developing algorithms and systems for accurate robot perception and localization in various environments.
  • Autonomous Technologies: Utilizing autonomous systems for crop monitoring, pest and disease detection applications.
  • Photogrammetry: Skilled in multi-spectral image analysis, generating high-resolution orthomosaics, drone mapping, and other photogrammetry-related tasks.
  • Machine Learning & Computer Vision: Applying a range of techniques to precision agriculture, improving the accuracy and effectiveness of agricultural practices.

My goal is to push the boundaries of what's possible in agriculture and robotics through cutting-edge autonomous technologies.

πŸ”­ I’m currently working on

  • Exploring new ways to integrate machine learning and computer vision on resource-constrained devices to enhance productivity and sustainability.
  • Projects related to robot perception and localization.
  • I also write articles on Medium, where I share my insights on robotics and computer vision.

🌱 I’m currently learning

  • Advanced deep learning techniques for object detection and segmentation.
  • The latest developments in ROS 2 for autonomous navigation and robot perception.
  • New methodologies in multi-spectral image analysis and photogrammetry.

πŸ‘― I’m looking to collaborate on

  • Robot perception and localization projects.
  • Projects involving autonomous agricultural robots.
  • Research on innovative applications of UAVs.
  • Development of machine learning models for precision farming.

πŸ€” I’m looking for help with

  • Integrating multi-sensor data fusion for improved environmental perception.
  • Optimizing UAV flight patterns for more efficient crop monitoring.
  • Enhancing machine learning models for better pest and disease detection.
  • Finding a PhD position in robot perception and localization.

πŸ’¬ Ask me about

  • Autonomous technologies.
  • Photogrammetry and multi-spectral imaging.
  • Machine learning and computer vision techniques.
  • Robot perception and localization.
  • ROS 2
  • Agriculture

πŸ“« How to reach me

Thank you for visiting my profile, and I look forward to connecting with you!

Sagar Kumar's Projects

i_am_groot icon i_am_groot

smart plant irrigation system using esp8266 and micropython

ldls icon ldls

LDLS (Label Diffusion LiDAR Segmentation) algorithm for instance segmentation of LiDAR point clouds.

mqtt_testing icon mqtt_testing

Two python scripts communicate with each other over MQTT protocol and both publishing data each other and recieving at the same time.

notebooks icon notebooks

Computer Vision and Deep Learning IPython notebooks

odmd icon odmd

Object Depth via Motion and Detection Dataset

tf2_python_templates icon tf2_python_templates

Collection of easy to use templates for common tasks related to deep learning with TensorFlow 2

video-analytics icon video-analytics

Session-3 of Faculty Development Programme on β€œData Analytics using Python/R Programming” at Department of Computer Science and Engineering, National Institute of Technology Puducherry, Karaikal (25th August 2021,Wednesday).

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