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fashionability-prediction's Introduction

Fashionability-Prediction

Inspiration

Based on the use of the Fashion 144K dataset in the papers: Joint Ranking and Classification using Weak Data for Feature Extraction(http://www.f.waseda.jp/hfs/SimoSerraCVPR2016.pdf) and An Analysis of Human-centered Geolocation(https://arxiv.org/abs/1707.02905).

What it does

Predicts the Fashionability score (1-10) of images based on the Fashion 144k Dataset.

How I built it

I used Resnet50 for Feature extraction process connecting to a 10-d fc layer. The model was trained on a subset of the dataset, that is, 3000 train mages and 1000 validation images.

Tools Used

Python, Keras, Hyperas, Sklearn, Numpy, Matplotlib

Accomplishments that I'm proud of

After training longer, my accuracy came out to be around 14% compared to 17% in the original paper. Hyperparameters optimized using Hyperas.

fashionability-prediction's People

Contributors

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Watchers

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