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xuehy authored Jun 17, 2019
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videoqa is the dataset and the algorithms used in [**Unifying the Video and Question Attentions for Open-Ended Video Question Answering**](https://ieeexplore.ieee.org/abstract/document/8017608/)

## Datasets
- [[./dataset/file_map.tsv][file_map]]: contains the Tumblr urls of the videos
- [[./dataset/QA.tsv][QA]]: contains the question-answer pairs
- [[./dataset/split][Split]]: contains the dataset split in the paper
- [file_map](https://github.com/ZJULearning/videoqa/tree/master/dataset/file_map.tsv): contains the Tumblr urls of the videos
- [QA](https://github.com/ZJULearning/videoqa/tree/master/dataset/QA.tsv): contains the question-answer pairs
- [Split](https://github.com/ZJULearning/videoqa/tree/master/dataset/split): contains the dataset split in the paper

## Methods

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+ Mean-VQA: a designed baseline where imageQA is performed on each frame
### Results

[[./examples/117791.gif]]
![ex1](https://github.com/ZJULearning/videoqa/tree/master/examples/117791.gif)
- Question: What is a boy combing his hair with?
- Groundtruth: with his fingers
- Prediction: with his hands

[[./examples/076306.gif]]
![ex2](https://github.com/ZJULearning/videoqa/tree/master/examples/076306.gif)
- Question: What runs up a fence?
- Groundtruth: a cat
- Prediction: a cat

.[[/examples/112935.gif]]
![ex3](https://github.com/ZJULearning/videoqa/tree/master/examples/112935.gif)
- Question: What is a young girl in a car adjusting?
- Groundtruth: her dark glasses
- Prediction: her hair

## Dependency
- [[https://github.com/Theano][Theano]]
- [[https://github.com/mila-udem/blocks][Blocks]]
- [Theano](https://github.com/Theano)
- [Blocks](https://github.com/mila-udem/blocks)
- Python >= 3.4
## Usage
``` python main.py ```
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