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Pascal Fischer's Projects

a-graphical-tool-for-designing-and-training-deep-neural-networks icon a-graphical-tool-for-designing-and-training-deep-neural-networks

This work is the result of my bachelor thesis. The idea was to build a graphical tool for design, create, and test neural networks. Further the tool should be able to export the neural network to integrate it into other applications. On top of that it should be able to load and preprocessing the data.

ganvinci icon ganvinci

Photorealistic human image editing with GANs - Reimplementation of the paper "FEAT: Face Editing with Attention" with additional changes and improvements.

handwritten-text-recognition icon handwritten-text-recognition

As part of the project we examine several approaches for recognizing text in images and predicting the whole digital text. All aproaches follow the method to break the image down into the smaller parts like lines, words or characters.

multi-type-td-tsr icon multi-type-td-tsr

Extracting Tables from Document Images using a Multi-stage Pipeline for Table Detection and Table Structure Recognition:

recognition-of-logical-document-structures icon recognition-of-logical-document-structures

First approach for recognizing logical document structures like texts, sentences, segments, words, chars and sentence/segment depth based on recurrent neural network grammars.

subway-station-hazard-detection icon subway-station-hazard-detection

This project is part of the CS course 'Systems Engineering Meets Life Sciences II' at Goethe University Frankfurt. In this Computer Vision project, we developed a first prototype of a security system which uses the surveillance cameras at subway stations to recognize dangerous situations. The training data was artificially generated by a Unity-based simulation.

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