V 2.69 RECTLABEL download iMac Pro (app)
 Main category / 
 Sub category / Developer Tools
 Developer / Ryo Kawamura
 Filesize / 16282
 Title / RectLabel
 ◊ https://bit.ly/2X5NAcg version 2.69 RectLabel
 It only took about an hour to train for 10,000 steps. However, this was just with one GPU. The real power in PowerAI comes from the the ability to do distributed deep learning across hundreds of GPUs with up to 95% efficiency. Note: It’s very important that your label map should always start from id 1. The index 0 is a placeholder index (see also this discussion for more information on this topic). To prepare the input file for the API you need to consider two things. Firstly, you need an RGB image which is encoded as jpeg or png and secondly you need a list of bounding boxes (xmin, ymin, xmax, ymax) for the image and the class of the object in the bounding box. In terms of me, this was easy as I only had one class. Labelbox is a cloud based tool to easily label data. When you export, if the lable name is not found on the objects table, it would be skipped. File menu Open images folder and annotations folder
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 path,annotations /Users/ryo/Desktop/test_annotations/test_data_create_types/,[{"label":"box","type":"rectangle","coordinates":{"x":445,"y":148,"width":253,"height":244}},{"label":"rotated box","type":"rotated_box","coordinates":{"cx":908,"cy":174,"width":247,"height":243,"rot":5.937303}},{"label":"polygon","type":"polygon","coordinates":{"x1":237,"y1":511,"x2":326,"y2":348,"x3":530,"y3":356,"x4":630,"y4":521,"x5":431,"y5":631}},{"label":"cubic_bezier","type":"cubic_bezier","coordinates":{"x1":701,"y1":545,"x2":790,"y2":383,"x3":993,"y3":390,"x4":1093,"y4":556,"x5":894,"y5":665}},{"label":"line","type":"line","coordinates":{"x1":247,"y1":855,"x2":336,"y2":692,"x3":540,"y3":699,"x4":640,"y4":865,"x5":441,"y5":975}},{"label":"point","type":"point","coordinates":{"x1":897,"y1":841}},{"label":"pixels","type":"pixels","id":0}] ... Import CSV file to XML files 
This avoids a lot of the QT / Python version issues, 
What’s New 
- Blu-ray 3D 
We created video analysis prototype using machine learning. Check this out! 
At the time of writing this post, most of the big tech companies (such as IBM, Google, Microsoft, and Amazon) have easy-to-use visual recognition APIs. Some smaller companies also provide similar offerings, such as Clarifai. But none of them offer object detection. 
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