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An ensemble of Neural Nets for Nudity Detection and Censoring

Project description

NudeNet: An ensemble of Neural Nets for Nudity Detection and Censoring

Pre-trained models available at https://github.com/bedapudi6788/NudeNet-models/

Uncensored version of the following image can be found at https://i.imgur.com/rga6845.jpg (NSFW)

Classification Classes

nude -> image contains nudity

safe -> image doesn't contain nudity

Detection Classes

BELLY -> exposed belly (both male and female)

BUTTOCKS -> exposed buttocks (both male and female)

F_BREAST -> exposed female breast

F_GENITALIA -> exposed female genitalia

M_GENETALIA -> exposed male genetalia

M_BREAST -> exposed male breast

Insallation

pip install nudenet
or
pip install git+https://github.com/bedapudi6788/NudeNet

Classifier Usage

from nudenet import NudeClassifier
classifier = NudeClassifier('classifier_checkpoint_path')
classifier.classify('path_to_nude_image')
# {'path_to_nude_image': {'safe': 5.8822202e-08, 'nude': 1.0}}

Detector Usage

from nudenet import NudeDetector
detector = NudeDetector('detector_checkpoint_path')

# Performing detection
detector.detect('path_to_nude_image')
# [{'box': [352, 688, 550, 858], 'score': 0.9603578, 'label': 'BELLY'}, {'box': [507, 896, 586, 1055], 'score': 0.94103414, 'label': 'F_GENITALIA'}, {'box': [221, 467, 552, 650], 'score': 0.8011624, 'label': 'F_BREAST'}, {'box': [359, 464, 543, 626], 'score': 0.6324697, 'label': 'F_BREAST'}]

# Censoring an image
detector.censor('path_to_nude_image', out_path='censored_image_path', visualize=False)

#To Do:

  1. Improve Documentation for the functions. (Right now user has to see the function definition to understand all the params)
  2. Convert these models into tflite, tfjs and create another repo that used tfjs to perform in browser detection and censor.

Note: Entire credit for collecting the object recognition dataset goes to http://www.cti-community.net/ (NSFW). The link for their api and the discord are as follows API here: http://pury.fi/ Discord: https://discord.gg/k4qM4Jh

Project details


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Files for NudeNet, version 1.0.4
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