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Mostly AR and Stuff
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Geoffrey Hinton on max pooling (reddit AMA) « Mirror Image
https://mirror2image.wordpress.com/2014/11/11/geoffrey-hinton-on-max-pooling-reddit-ama
Mostly AR and Stuff. Geoffrey Hinton on max pooling (reddit AMA). Geoffrey Hinton, neural networks, ML, deep learning pioneer answered “Ask Me Anything” on reddit:. Https:/ www.reddit.com/r/MachineLearning/comments/2lmo0l/ama geoffrey hinton/. Https:/ www.reddit.com/user/geoffhinton. His most controversial answer is:. The pooling operation used in convolutional neural networks is a big mistake and the fact that it works so well is a disaster. Understanding Locally Competitive Networks). Getting it from i...
Finds in arxiv, January. « Mirror Image
https://mirror2image.wordpress.com/2014/02/01/finds-in-arxiv-january
Mostly AR and Stuff. Finds in arxiv, January. Convex Relaxations of SE(2) and SE(3) for Visual Pose Estimation. Finding camera position from the series of 2D (or depth) images is one of the most common (and difficult) task of computer vision. The biggest problem here is incorporating rotation into cost(energy) function, that should minimize reprojection(fro 2D) error (see http:/ en.wikipedia.org/wiki/Bundle adjustment. Http:/ arxiv.org/abs/1401.3700. Background removal without nuclear norm. Some R...
2014 February 01 « Mirror Image
https://mirror2image.wordpress.com/2014/02/01
Mostly AR and Stuff. Finds in arxiv, January. Convex Relaxations of SE(2) and SE(3) for Visual Pose Estimation. Finding camera position from the series of 2D (or depth) images is one of the most common (and difficult) task of computer vision. The biggest problem here is incorporating rotation into cost(energy) function, that should minimize reprojection(fro 2D) error (see http:/ en.wikipedia.org/wiki/Bundle adjustment. Http:/ arxiv.org/abs/1401.3700. Background removal without nuclear norm. Some R...
Some simple ways to speed up convnet a little « Mirror Image
https://mirror2image.wordpress.com/2014/12/28/some-simple-ways-to-speed-up-convnet-a-little
Mostly AR and Stuff. Some simple ways to speed up convnet a little. There are quite a few complex methods for making convolutional networks converge faster. Natural gradient, dual coordinate ascent, second order hessian free methods and more. However those methods are usually require considerable memory spending and extensive modifications of existing code if you already had some working method before. Here instead I’ll list some. Resulting acceleration is small but still visible (on order of 10%). 2 Ran...
2014 December 14 « Mirror Image
https://mirror2image.wordpress.com/2014/12/14
Mostly AR and Stuff. Some thoughts about deep learning criticism. There is some deep learning (specifically #convnet) criticism based on the artificially constructed misclassification examples. There is a new paper. 8220;Deep Neural Networks are Easily Fooled: High Confidence Predictions for Unrecognizable Images” by Nguen et al. Http:/ arxiv.org/abs/1412.1897. And other direction of critics is based on the older, widely cited paper. 8220;Intriguing properties of neural networks” by Szegedy et al. In fac...
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Where to wait for an elevator
http://www.johndcook.com/blog/2010/11/29/where-to-wait-for-an-elevator
John D. Cook. Where to wait for an elevator. Imagine a bank of three elevators along a wall. The elevators are in a straight line but they are not evenly spaced. Where do you stand in order to minimize the expected distance you’ll need to walk to catch the first elevator that arrives? This scenario comes from the opening paragraph of a paper. Distance and that the minimal average distance to the elevator is in fact achieved by standing at the median. This problem illustrates three optimization theorems:.
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.
DeveloperStation.ORG: very basic intro to Caffe
http://www.developerstation.org/2015/08/intro-to-caffe-tutorial.html
Video Lectures and Talks. Monday, August 10, 2015. Very basic intro to Caffe. This tutorial just gives you a basic idea of what Caffe can do (not for advanced use of Caffe through defining your own layers, using C /Python API) for defining your own network to solve a Computer Vision task. I'm assuming you already have a background in Machine Learning, Statistical Pattern Recognition and have built Neural Networks in the past using some programming language. Create train.txt and test.txt with file...You t...
DeveloperStation.ORG: February 2014
http://www.developerstation.org/2014_02_01_archive.html
Video Lectures and Talks. Wednesday, February 5, 2014. Fun with my Raspberry Pi. I ordered a Raspberry Pi recently. I've heard so much about this device in the recent past, I decide to try it out. I was reminded of few microprocessor(fun class) and electrical engineering(not so fun time) classes that I took in my undergrad. I wrote a simple program that could turn a Stepper Motor using a motor controller. Connected to a Raspberry Pi. HDMI cable to connect to a TV or monitor. For powering the stepper motor.
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.
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:.
DeveloperStation.ORG: August 2015
http://www.developerstation.org/2015_08_01_archive.html
Video Lectures and Talks. Monday, August 10, 2015. Very basic intro to Caffe. This tutorial just gives you a basic idea of what Caffe can do (not for advanced use of Caffe through defining your own layers, using C /Python API) for defining your own network to solve a Computer Vision task. I'm assuming you already have a background in Machine Learning, Statistical Pattern Recognition and have built Neural Networks in the past using some programming language. Create train.txt and test.txt with file...You t...
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...
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: ...
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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Проститутки Сургута, индивидуалки.
Приветствуем Вас на интернет портале интим знакомств Сургута крупнейшего города Ханты-Мансийского автономного округа. На этом сайте мы постарались собрать информацию об интим досуге и проститутках Сургута, готовых к знакомсту, для того чтобы Вы проводили свое свободное время с большей пользой, получая огромное удовольствие от секса в компании очаровательных девушек. Если Вы не желаете посещать интим салоны Сургута, то Вас готовы принять у себя в апартаментах девушки, знакомящиеся индивидуально. Рост, см:...
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Проститутки Сургута, индивидуалки.
Приветствуем Вас на интернет портале интим знакомств Сургута крупнейшего города Ханты-Мансийского автономного округа. На этом сайте мы постарались собрать информацию об интим досуге и проститутках Сургута, готовых к знакомсту, для того чтобы Вы проводили свое свободное время с большей пользой, получая огромное удовольствие от секса в компании очаровательных девушек. Если Вы не желаете посещать интим салоны Сургута, то Вас готовы принять у себя в апартаментах девушки, знакомящиеся индивидуально. Рост, см:...
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Проститутки Сургута, индивидуалки.
Приветствуем Вас на интернет портале интим знакомств Сургута крупнейшего города Ханты-Мансийского автономного округа. На этом сайте мы постарались собрать информацию об интим досуге и проститутках Сургута, готовых к знакомсту, для того чтобы Вы проводили свое свободное время с большей пользой, получая огромное удовольствие от секса в компании очаровательных девушек. Если Вы не желаете посещать интим салоны Сургута, то Вас готовы принять у себя в апартаментах девушки, знакомящиеся индивидуально. Рост, см:...
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Проститутки Сургута, индивидуалки.
Приветствуем Вас на интернет портале интим знакомств Сургута крупнейшего города Ханты-Мансийского автономного округа. На этом сайте мы постарались собрать информацию об интим досуге и проститутках Сургута, готовых к знакомсту, для того чтобы Вы проводили свое свободное время с большей пользой, получая огромное удовольствие от секса в компании очаровательных девушек. Если Вы не желаете посещать интим салоны Сургута, то Вас готовы принять у себя в апартаментах девушки, знакомящиеся индивидуально. Рост, см:...
Mirror Mirror Boutique "Reflection of Perfection"
Thursday, July 2, 2009. The time is here again,guys! New arrivals in store! Check out our marked down items ;). Links to this post. Tuesday, December 2, 2008. Try to keep up with us to grab the good ones fast ;) You can even email ur hp no so i can sms and inform u,regarding new arrivals. Coz some of it didn`t even make it up on the blog! Be a member on facebook under groups : mirror mirror boutique to get the latest updates on our on going events! Thanks for your support :). Links to this post. A 1176 -...
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Mostly AR and Stuff. Some simple ways to speed up convnet a little. There are quite a few complex methods for making convolutional networks converge faster. Natural gradient, dual coordinate ascent, second order hessian free methods and more. However those methods are usually require considerable memory spending and extensive modifications of existing code if you already had some working method before. Here instead I’ll list some. Resulting acceleration is small but still visible (on order of 10%). 2 Ran...
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Mot de passe :. J'ai oublié mon mot de passe. Mise à jour :. Abonne-toi à mon blog! Bienvenue sur mon blog. N'oublie pas que les propos injurieux, racistes, etc. sont interdits par les conditions générales d'utilisation de Skyrock et que tu peux être identifié par ton adresse internet (23.21.86.101) si quelqu'un porte plainte. Ou poster avec :. Retape dans le champ ci-dessous la suite de chiffres et de lettres qui apparaissent dans le cadre ci-contre. Posté le jeudi 02 avril 2009 16:03. Je te dirai adieu.
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