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DeveloperStation.ORG: March 2013
http://www.developerstation.org/2013_03_01_archive.html
Video Lectures and Talks. Saturday, March 9, 2013. Reading and Writing cv: Mat in OpenCV in C. In C api for OpenCV, you often come across writing and reading matrices as text files (analogous to saving .mat files in MATLAB/Octave). This is a simple way of doing it. You could even save multiple matrices in a single .xml/.yaml. However, I couldn't find ways to read more than 1 matrix which was written to file and being read using Python API. Posted by Rahul Kavi. Matrix types in using imshow and imwrite.
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DeveloperStation.ORG: simple Convolutional Neural Net based object recognition
http://www.developerstation.org/2016/03/simple-convolutional-neural-net-based.html
Video Lectures and Talks. Wednesday, March 9, 2016. Simple Convolutional Neural Net based object recognition. I made a simple object recognition module over the last weekend. I wrote a Theano. Based convolutional neural network. I wrote a simple OpenCV. Based image segmentation program. The output from the image segmentation program is passed to the Theano based Convolutional Neural Network. I used 10,000 images for training and 16,000 images for testing. Posted by Rahul Kavi. On the way to Virtual World.
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DeveloperStation.ORG: June 2013
http://www.developerstation.org/2013_06_01_archive.html
Video Lectures and Talks. Sunday, June 9, 2013. Logisitic Regression in OpenCV. I finished writing a Logistic Regression classifier in OpenCV. I've seen a lot of posts on the web asking for OpenCV's version of the same but its not available. Its easy to write your own logistic regression classifier. I separated out the cost function and gradient descent algorithm (Batch Gradient Descent). You can replace it with your own optimization algorithm. I posted it on my Github page. You can check it out:.
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DeveloperStation.ORG: March 2016
http://www.developerstation.org/2016_03_01_archive.html
Video Lectures and Talks. Sunday, March 13, 2016. Simple Autoencoder on MNIST dataset. So, I had fun with Theano and trained an Autoencoder on a MNIST dataset. More about Autoencoders is available here. More variants of Autoencoders exist (Sparse, Contractive, etc.) are available with different constraints on the hidden layer representation. I trained an vanilla Autoencoder for 100 epochs with 16 mini batch size and learning rate of 0.01. Posted by Rahul Kavi. Wednesday, March 9, 2016. The output from th...
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DeveloperStation.ORG: About Me
http://www.developerstation.org/p/rahul-kavi-my-reserach-page.html
Video Lectures and Talks. I'm a grad student. I write on DeveloperStation. This blog) to keep a "dairy" of some sort to look-up for myself in the future and to help others in the process. I always like to keep a track of present trends in Technology, Programming. You can follow me on Google Plus. My research publications are listed on my Google Scholar page. Paulo Coelho: I have learned. My Amazon Wish List. Subscribe to: Posts (Atom). Fav Networking, Linux, Computer Vision Blogs.
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DeveloperStation.ORG: Simple Autoencoder on MNIST dataset
http://www.developerstation.org/2016/03/simple-autoencoder-on-mnist-dataset.html
Video Lectures and Talks. Sunday, March 13, 2016. Simple Autoencoder on MNIST dataset. So, I had fun with Theano and trained an Autoencoder on a MNIST dataset. More about Autoencoders is available here. More variants of Autoencoders exist (Sparse, Contractive, etc.) are available with different constraints on the hidden layer representation. I trained an vanilla Autoencoder for 100 epochs with 16 mini batch size and learning rate of 0.01. Posted by Rahul Kavi. Subscribe to: Post Comments (Atom).
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DeveloperStation.ORG: September 2014
http://www.developerstation.org/2014_09_01_archive.html
Video Lectures and Talks. Monday, September 8, 2014. Getting data from camera in Robot Operating System. I have used webcams in OpenCV before. However, I came across a situation where I had to stream the webcam data to a ROS (Robot Operating System) topic. There are bunch of ROS packages on ros.org website. However, when I did a. It gave me errors saying there was no such package found. So, I came across this deb package in Ubuntu. Once, I did the above installation all I had to do was. Then I could do a.
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DeveloperStation.ORG: February 2013
http://www.developerstation.org/2013_02_01_archive.html
Video Lectures and Talks. Friday, February 15, 2013. Logistic Regression in python. I wrote a Logistic Regression classisifier in Python using Numpy. You can checkout the source code for the Logistic Regression classifier here. Its a multi-class classifier. Written in Python (uses a one vs rest kind of classification strategy). It also works for 2 class data-sets. T to learn the parameters of the Logistic Regression. You can edit it to make it work with optimization module in Scipy. Posted by Rahul Kavi.
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DeveloperStation.ORG: December 2012
http://www.developerstation.org/2012_12_01_archive.html
Video Lectures and Talks. Sunday, December 23, 2012. Review: Mastering OpenCV with Practical Computer Vision Projects. I got hold of this new book titled " Mastering OpenCV with Practical Computer Vision Projects. I personally liked the part on Point Cloud Library and OpenCV. I liked the Chapter 9 where they discussed Kinect and OpenCV. This chapter was provided as a digital download (as a link). Before trying this book. Posted by Rahul Kavi. Monday, December 17, 2012. Neural Networks in Octave. Review: ...