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I'm looking for a pre-trained net recognizing vehicles, something like the Inception network for images.

If that is impossible to find which vehicle detection algorithm would you suggest, possibly implemented in tensorflow?

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You can take a look at the YoloNet which detects Objects based on Pascal VOC 2012 dataset. Here is the link to it : https://github.com/pjreddie/darknet/wiki/YOLO:-Real-Time-Object-Detection

You should be able to detect vehicles with this pre-trained model.

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