Image Question Answering

Image Question Answering Full Results

Reference: Mengye Ren, Ryan Kiros, Richard Zemel, "Exploring Models and Data for Image Question Answering", ArXiv Preprint.


DAQUAR-37

Dataset

References:

QAs: Mateusz Malinowski, Mario Fritz, "Towards a Visual Turing Challenge", NIPS 2014 Workshop on Learning Semantics. [ArXiv] [link]

Images: Nathan Silberman, Pushmeet Kohli, Derek Hoiem, Rob Fergus, "Indoor Segmentation and Support Inference from RGBD Images", ECCV 2012. [link]

Notes:

  1. Here we are only using DAQUAR-37 with one-word answers, a subset of the 37 object classes dataset.
  2. Only test set results are rendered in the links below.

Individual Models

Model Comparison


Toronto COCO-QA

QAs: [link]

Images: Tsung-Yi Lin, Michael Maire, Serge Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollar and C. Lawrence Zitnick, "Microsoft COCO: Common Objects in Context", ECCV 2014.

Notes:

  1. All images are hosted on Flickr, and some links may not be available anymore.
  2. Only test set results are rendered in the links below.

Individual Models

Model Comparison