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Ask Your Neurons Again: Analysis of Deep Methods with Global Image Representation

MPS-Authors
http://pubman.mpdl.mpg.de/cone/persons/resource/persons44976

Malinowski,  Mateusz
Computer Vision and Multimodal Computing, MPI for Informatics, Max Planck Society;

http://pubman.mpdl.mpg.de/cone/persons/resource/persons45307

Rohrbach,  Marcus
Computer Vision and Multimodal Computing, MPI for Informatics, Max Planck Society;

http://pubman.mpdl.mpg.de/cone/persons/resource/persons44451

Fritz,  Mario
Computer Vision and Multimodal Computing, MPI for Informatics, Max Planck Society;

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Citation

Malinowski, M., Rohrbach, M., & Fritz, M. (2016). Ask Your Neurons Again: Analysis of Deep Methods with Global Image Representation. Poster presented at VQA Challenge Workshop, Las Vegas, NV, USA.


Cite as: http://hdl.handle.net/11858/00-001M-0000-002B-412A-F
Abstract
We are addressing an open-ended question answering task about real-world images. With the help of currently available methods developed in Computer Vision and Natural Language Processing, we would like to push an architecture with a global visual representation to its limits. In our contribution, we show how to achieve competitive performance on VQA with global visual features (Residual Net) together with a carefully desgined architecture.