https://sourceforge.net/p/aio/wiki/Machine%2520Learning%2520%2528for%2520image%2520orientation%2529/Recent changes to Machine Learning (for image orientation)enSun, 05 Jun 2011 00:56:37 -0000https://sourceforge.net/p/aio/wiki/Machine%2520Learning%2520%2528for%2520image%2520orientation%2529/<pre>--- v7 +++ v8 @@ -1,9 +1,11 @@ About ============== This project is here for the following reasons: + * Serve as a base for a tool for automatic image orientation. * Provide a code base for anyone doing research in automatic image orientation. * Serve as a base for general Machine Learning algorithm development. + The code here is based on a [Masters Thesis](/p/aio/imageai/13/tree/trunk/Automatic.Image.Orientation.2010.pdf?format=raw) 'Automatic Image Orientation' by Alex Trofimov. Most Machine Learning algorithms are implemented. There is some image-related functionality that is still missing, but will be completed in due time. </pre>Alex TrofimovSun, 05 Jun 2011 00:56:37 -0000https://sourceforge.netbd98f1e6026aee278285099bdace0cad8e5b5958https://sourceforge.net/p/aio/wiki/Machine%2520Learning%2520%2528for%2520image%2520orientation%2529/<pre>--- v6 +++ v7 @@ -26,7 +26,7 @@ Code -------------- -Please see OrientationClassification.java in the [Code Repository] (/p/aio/imageai/). More examples will be added with time. +Please see OrientationClassification.java in the [Code Repository](/p/aio/imageai/). More examples will be added with time. Under Development ============== </pre>Alex TrofimovSun, 05 Jun 2011 00:47:24 -0000https://sourceforge.netf8f8de8f0e6f2fd55c5a7c718aa2246b91746f40https://sourceforge.net/p/aio/wiki/Machine%2520Learning%2520%2528for%2520image%2520orientation%2529/<pre>--- v5 +++ v6 @@ -1,38 +1,47 @@ About ============== - -[Masters Thesis](/p/aio/imageai/6/tree/trunk/Alex.Trofimov.Masters.Thesis.Dec.2010.pdf?format=raw) - - +This project is here for the following reasons: +* Serve as a base for a tool for automatic image orientation. +* Provide a code base for anyone doing research in automatic image orientation. +* Serve as a base for general Machine Learning algorithm development. +The code here is based on a [Masters Thesis](/p/aio/imageai/13/tree/trunk/Automatic.Image.Orientation.2010.pdf?format=raw) 'Automatic Image Orientation' by Alex Trofimov. +Most Machine Learning algorithms are implemented. There is some image-related functionality that is still missing, but will be completed in due time. + + +Features +============== +* A framework for Machine Learning algorithm development +* A framework for tuning variables +* Implementation of many image feature extractions +* Cross-Platform code for Machine Learning + + Usage ============== +The vision is that there will be a command-line version of this tool that will actually allow one to learn a model and rotate images, however for now you have to write code that will it. The assumption here is that you are well-versed in Java and can create such programs. Command-Line -------------- - Not implemented yet. Code -------------- - -Please see AutomaticImageOrientation.java in the [Code Repository] () +Please see OrientationClassification.java in the [Code Repository] (/p/aio/imageai/). More examples will be added with time. Under Development ============== There is a number of things that aren't complete yet or aren't even under construction that need to be done for this project to be useful outside of the academic setting and more useful inside. Important things -------------- - * Command-Line options * Ability to read all image files from a directory * Algorithms: RankBoost and SoftRankBoost * Algorithm: SVM (from LibSVM) Nice things -------------- - * Arbitrary angle image orientation * Actually orient images using an external library (say ImageMagic) * Multi-Thread parts that can be multi-threaded </pre>Alex TrofimovSun, 05 Jun 2011 00:46:24 -0000https://sourceforge.net84c4430415b16169a8f09e75f88c93cbd0c04cd1https://sourceforge.net/p/aio/wiki/Machine%2520Learning%2520%2528for%2520image%2520orientation%2529/<pre>--- v4 +++ v5 @@ -7,10 +7,33 @@ Usage ============== -blah blah - +Command-Line +-------------- + +Not implemented yet. + +Code +-------------- + +Please see AutomaticImageOrientation.java in the [Code Repository] () + Under Development ============== - -The wiki uses [Markdown](/p/aio/wiki/markdown_syntax/) syntax. +There is a number of things that aren't complete yet or aren't even under construction that need to be done for this project to be useful outside of the academic setting and more useful inside. + +Important things +-------------- + +* Command-Line options +* Ability to read all image files from a directory +* Algorithms: RankBoost and SoftRankBoost +* Algorithm: SVM (from LibSVM) + +Nice things +-------------- + +* Arbitrary angle image orientation +* Actually orient images using an external library (say ImageMagic) +* Multi-Thread parts that can be multi-threaded +* Ability to save the model to disk. </pre>Alex TrofimovSat, 04 Jun 2011 22:12:40 -0000https://sourceforge.net60ae4d2fb28f9f6e35983dbff71dbff9de60ad59https://sourceforge.net/p/aio/wiki/Machine%2520Learning%2520%2528for%2520image%2520orientation%2529/<pre>--- v3 +++ v4 @@ -1,6 +1,16 @@ +About +============== + [Masters Thesis](/p/aio/imageai/6/tree/trunk/Alex.Trofimov.Masters.Thesis.Dec.2010.pdf?format=raw) -This is the default page, edit it as you see fit. To add a page simply reference it within brackets, e.g.: [SamplePage]. +Usage +============== + +blah blah + +Under Development +============== + The wiki uses [Markdown](/p/aio/wiki/markdown_syntax/) syntax. </pre>Rupert9Sat, 04 Jun 2011 21:03:22 -0000https://sourceforge.net5cf04142425cf6509580c65350d3bc8e6a3495eehttps://sourceforge.net/p/aio/wiki/Home/<pre>--- v2 +++ v3 @@ -1,4 +1,4 @@ -This will be the default page for the imageAI Project. +[Masters Thesis](/p/aio/imageai/6/tree/trunk/Alex.Trofimov.Masters.Thesis.Dec.2010.pdf?format=raw) This is the default page, edit it as you see fit. To add a page simply reference it within brackets, e.g.: [SamplePage]. </pre>Rupert9Sat, 04 Jun 2011 18:21:20 -0000https://sourceforge.net9baa877d13a6ffeedb3120ccbe6d5f73126cb6behttps://sourceforge.net/p/aio/wiki/Home/<pre>--- v1 +++ v2 @@ -1,4 +1,5 @@ -Welcome to your wiki! +This will be the default page for the imageAI Project. + This is the default page, edit it as you see fit. To add a page simply reference it within brackets, e.g.: [SamplePage]. </pre>Rupert9Sat, 04 Jun 2011 17:27:48 -0000https://sourceforge.netbf7ccbbdb97a2bb5cb6c73a3a59ce6809f236d1ehttps://sourceforge.net/p/aio/wiki/Home/Welcome to your wiki! This is the default page, edit it as you see fit. To add a page simply reference it within brackets, e.g.: [SamplePage]. The wiki uses [Markdown](/p/aio/wiki/markdown_syntax/) syntax. Rupert9Sat, 14 May 2011 19:44:16 -0000https://sourceforge.nete293e63709a5815b77e7799cf4970a1dc6e429a6