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Hi, I'm Sagar Kumar šŸ‘‹

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.

šŸŒ± 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.

šŸ”­ Iā€™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.

šŸŒ± Iā€™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.

šŸ‘Æ Iā€™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.

šŸ¤” Iā€™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.

šŸ’¬ Ask me about

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

šŸ“« How to reach me

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

Sagar Kumar's Projects

advio icon advio

An Authentic Dataset for Visual-Inertial Odometry

avalanche icon avalanche

Avalanche: an End-to-End Library for Continual Learning.

awesome-visual-slam icon awesome-visual-slam

:books: The list of vision-based SLAM / Visual Odometry open source, blogs, and papers

char-rnn icon char-rnn

Multi-layer Recurrent Neural Networks (LSTM, GRU, RNN) for character-level language models in Torch

data-science-ipython-notebooks icon data-science-ipython-notebooks

Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.

deep-learning-drizzle icon deep-learning-drizzle

Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!

fgvc icon fgvc

[ECCV 2020] Flow-edge Guided Video Completion

gnnpapers icon gnnpapers

Must-read papers on graph neural networks (GNN)

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