Educational Papers

Indian Institute of Technology:

• Studies and building:

  • Unsupervised Resolution Independent Based Natural Plant Leaf Disease Segmentation for Mobile Devices

    • Paper: [link]

  • Mobile plant species classification: A low computational aproach

    • Paper: [link]

  • AgroMobile: A Cloud-Based Framework for Agriculturists on Mobile Platform

  • Mobile augmented reality based interactive teaching & learning system with low computation approach

  • Control of computer process using image processing and computer vision for low-processing devices

  • Multi-resolution mobile vision system for plant leaf disease diagnosis

  • Energy efficient mobile vision system for plant leaf disease identification

  • ...

Image Processing:

• Project:

  • Image processing using PCA

    • ...: [pdf]

• Signal processing:

• Deep Learning:

  • CNN: Deep Learning for Computer Vision with MATLAB -- youtube MatConvNet

  • Matlab - Computer Vision Toolkit Examples

  • How to train your CNN

• Image Aestheticness:

  • No-Reference Image Quality Assessment in the Spatial Domain

• Awesome Deep Vision

  • Various novel articles on deep learing and its application with source code for hands on

• Deep Visual-Semantic Alignments for Generating Image Descriptions

  • [pdf]

• Image Annotation: ImageNet Utils

• Install Caffe (Ubuntu): http://installing-caffe-the-right-way.wikidot.com/start

• Quick Tutorial on TensorFlow: https://www.youtube.com/watch?v=2FmcHiLCwTU, https://www.youtube.com/watch?v=MotG3XI2qSs

• FOTS: Fast Oriented Text Spotting with a Unified Network https://www.youtube.com/watch?v=F7TTYlFr2QM

• ...

Deep Learning:

• Library:

  • Caffe: https://www.youtube.com/watch?v=rvMVqPsXL10&t=2s

  • https://www.youtube.com/watch?v=A7OaRDIt9jc

  • MatConvNet: https://www.youtube.com/watch?v=gsKCFHkQ-Ik

  • TensorFlow: https://www.youtube.com/watch?v=oxf3o8IbCk4

  • Convolutional Neural Network: https://www.youtube.com/watch?v=FrKWiRv254g, https://www.youtube.com/watch?v=s716QXfApa0

  • Computer Vision Tasks- Papers with codes: https://paperswithcode.com/area/computer-vision

  • Object Detection (2014 to 2019) - https://github.com/hoya012/deep_learning_object_detection

  • ...

  • Practice

  • ConvNetJS CIFAR-10 demo: http://cs.stanford.edu/people/karpathy/convnetjs/demo/cifar10.html

Image Data Label:

• Tool:

  • BBox-Label Tool: A simple tool for labeling object bounding boxes in images, implemented with Python Tkinter. [link]

  • ...

Master in Human Computer Interaction (HCI):

Indian Institute of Information Technology, Allahabad (India):

• ...:

PhD in Mobile Vision System For Plant Leaf Analysis (Computer Science & Engg.):

Indian Institute of Technology, Roorkee (India):

• ...:

A video I liked: TIMELAPSE OF THE FUTURE: A Journey to the End of Time