Giter Club home page Giter Club logo

deepfashion's Introduction

DEEP FASHION

Setup Environment

# Virtual environment (optional)
sudo apt install -y virtualenv

# Tensorflow (optional)
sudo apt-get install python-pip python-dev python-virtualenv # for Python 2.7
virtualenv --system-site-packages tensorflow121_py27_gpu # for Python 2.7
source tensorflow121_py27_gpu/bin/activate
pip install --upgrade tensorflow-gpu  # for Python 2.7 and GPU

# Dependencies
sudo apt install -y python-tk
pip install -r requirements.txt 

Download DeepFashion Dataset

# http://mmlab.ie.cuhk.edu.hk/projects/DeepFashion/AttributePrediction.html
./dataset_download.sh

# The directory structure after downloading and extracting dataset:
# fashion_data/
# ---Anno
# ------list_attr_cloth.txt
# ------list_attr_img.txt
# ------list_bbox.txt
# ------list_category_cloth.txt
# ------list_category_img.txt
# ------list_landmarks.txt
# ---Eval
# ------list_eval_partition.txt
# ---Img
# ------img

Create Dataset

# For images in fashion_data, apply selective search algo to find ROI/bounding boxes. Crop and copy these ROI inside dataset
python dataset_create.py

Train

python train.py

Predict

python predict.py

Misc

dataset - Contains images used for training, validation and testing.

output - Contains trained weights and bottleneck features.

logs - Contains logs and events used by tensorboard.

MODEL

						->	Classification Head (Categories)
InputImage	->	VGG16 + Layers	--
						->	Regression Head	(Confidnence in the Classification head prediction)

RESULTS

alt text

Acknowledgment

deepfashion's People

Contributors

abhishekrana avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.