https://github.com/shourya1997/image-caption-generator
Experiments with Neural Image captioning in Keras based on Show and Tell.
https://github.com/shourya1997/image-caption-generator
deep-learning image-captioning keras tensorflow
Last synced: 2 months ago
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Experiments with Neural Image captioning in Keras based on Show and Tell.
- Host: GitHub
- URL: https://github.com/shourya1997/image-caption-generator
- Owner: shourya1997
- Created: 2018-01-12T06:48:03.000Z (over 8 years ago)
- Default Branch: master
- Last Pushed: 2018-11-09T06:04:50.000Z (over 7 years ago)
- Last Synced: 2025-02-27T10:59:07.691Z (over 1 year ago)
- Topics: deep-learning, image-captioning, keras, tensorflow
- Language: Jupyter Notebook
- Homepage:
- Size: 1.26 MB
- Stars: 2
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Image Captioning Generator
Experiments with Neural Image captioning in Keras based on [Show and Tell](https://arxiv.org/abs/1411.4555).
# Python Environment
1. Python3
2. Keras 2.1.5 or Higher
3. Tensorflow 1.5 or Higher
4. scikit-learn
5. Pandas
6. NumPy
7. Matplotlib
[How to Setup a Python Environment for Machine Learning and Deep Learning with Anaconda](https://machinelearningmastery.com/setup-python-environment-machine-learning-deep-learning-anaconda/)
[How To Develop and Evaluate Large Deep Learning Models with Keras on Amazon Web Services](https://machinelearningmastery.com/develop-evaluate-large-deep-learning-models-keras-amazon-web-services/)
# Dataset
Flickr8K dataset
1. Flickr8k_Dataset.zip (1 Gigabyte) An archive of all photographs.
2. Flickr8k_text.zip (2.2 Megabytes) An archive of all text descriptions for photographs.
# Evaluation Metric
BLEU scores. For reference [Where to put the Image in an Image Caption Generator](https://arxiv.org/abs/1703.09137)
# Model
## Model Structure
# Experimentation Results
