Web3 NSFW Detection Project

This project aims to develop a web-based application for detecting and filtering NSFW content using the Vision Transformer (ViT) model.

NSFW CIDs

The file nsfwcids.json includes a list of 7K content identifiers (CIDs) that have been classified as Not Safe For Work (NSFW). You are welcome to download and contribute updates to this list.

Remote API Service

We have established an API that processes any provided image URL. You can utilize it with the following code snippet:

import requests
import json

headers = {
    'Content-Type': 'application/json',
}
# Sample Input Data
json_data = {
    'link': [
        'https://plutotest.acl.swanipfs.com/ipfs/QmbxYuLWdyQQpdK9wKqK4A8TiFtMf885d6mHrfvaf6CZyX?filename=istockphoto-157030584-612x612.jpg',
        'https://plutotest.acl.swanipfs.com/ipfs/QmRACojSdFuqnyyfQZ9Zgiz6zrVCUX1JRkYZyvRGu1MCzG?filename=Ipfs-logo-1024-ice-text.png',
        'https://plutotest.acl.swanipfs.com/ipfs/QmSeUJZYyC2UVJK2oH7HzVvd3XgEFPtkoiZWSQ6YzSKP36?filename=Happy-Guy.jpg',
        'https://plutotest.acl.swanipfs.com/ipfs/QmUhnnxBNP2tmYAFaBKYqem5weS9H4jXQcjwT7kvSWgXYV?filename=nm-how-happiness-affects-health-tnail.jpg',
    ],
}

response = requests.post(f"https://u3xc9xrzmv.dev2.crosschain.computer/link", headers=headers, json=json_data)

try:
    print(json.dumps(response.json(), indent=4))
except Exception as e:
    print(e)
    print(response)

Sample output

{
    "result": [
        {
            "cid": "bafkreifimggaqwgu2pkjwx6hjwtpw7icswyiifgm2riiuy3kazsw7n67xy",
            "is_nsfw_image": true,
            "link": "https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcSYf_0-TvQ0WIDT0wFTAzdqD-c0y1mSfQjfOO0ydStXxA&s",
            "probability": 0.999750554561615
        },
        {
            "cid": "bafkreidcpmeykuc6atin6zxiednu6vsejitdwsuj6e6hiepqscvihvnvgu",
            "is_nsfw_image": true,
            "link": "https://cdni.pornpics.de/460/7/622/16870332/16870332_155_7baa.jpg",
            "probability": 0.999907374382019
        },
        {
            "cid": "bafkreiaohmu6r7htsd57l6deqijexobisuhzqsjb2nkt2wc3fwpghiwmfa",
            "is_nsfw_image": true,
            "link": "https://cdn77-pic.xvideos-cdn.com/videos/thumbs169poster/28/56/d5/2856d555486fba22716a930e8a928c7f-2/2856d555486fba22716a930e8a928c7f.30.jpg",
            "probability": 0.9998795986175537
        },
        {
            "cid": "bafkreib6pmuc666jed4rasgc7xrhbyrdujligzgfxoemo4ncsbrzzviqoq",
            "is_nsfw_image": true,
            "link": "https://cdn.pornapi.online/content/2023-06-15/eGOkYIoH.jpg",
            "probability": 0.9998980760574341
        },
        {
            "cid": "bafkreibndlhmo442b2xpvr4fsd6rckn2nc7w472l6ti7jzapkvddmh5fcq",
            "is_nsfw_image": true,
            "link": "https://porn62.com/wp-content/uploads/2020/10/xxx-porn.jpg",
            "probability": 0.9998544454574585
        },
        {
            "cid": "bafkreibiv3ntv7fbw2xiedq4pzkjrr4xdrhw5v2aevhnefn366p2kedixm",
            "is_nsfw_image": true,
            "link": "https://static-ca-cdn.eporner.com/gallery/58/U0/pvyTrBuU058/11679702-ai-porn-bbw-image-5.jpg",
            "probability": 0.999873161315918
        },
        {
            "cid": "bafkreibufeswf5gtvgwfu3g52ag5fc3hs3imf3q2dgjjvmqfejkc23vxya",
            "is_nsfw_image": false,
            "link": "https://plutotest.acl.swanipfs.com/ipfs/QmbxYuLWdyQQpdK9wKqK4A8TiFtMf885d6mHrfvaf6CZyX?filename=istockphoto-157030584-612x612.jpg",
            "probability": 0.9925754070281982
        },
        {
            "cid": "bafkreibmfbifzisgpntdaeljw7nbchdnlbijccitaymcozakaiznzaiw64",
            "is_nsfw_image": false,
            "link": "https://plutotest.acl.swanipfs.com/ipfs/QmRACojSdFuqnyyfQZ9Zgiz6zrVCUX1JRkYZyvRGu1MCzG?filename=Ipfs-logo-1024-ice-text.png",
            "probability": 0.999238133430481
        },
        {
            "cid": "bafkreidermoo52zy2nhj6cdmafqfnenfwfwtgrnaio3aijbslk6nyw56te",
            "is_nsfw_image": false,
            "link": "https://plutotest.acl.swanipfs.com/ipfs/QmSeUJZYyC2UVJK2oH7HzVvd3XgEFPtkoiZWSQ6YzSKP36?filename=Happy-Guy.jpg",
            "probability": 0.9997988343238831
        },
        {
            "cid": "bafkreifymod6f45nik5vrctrqzbgvhkh6oe7nr33mq45hbzu6mnxftyrcu",
            "is_nsfw_image": false,
            "link": "https://plutotest.acl.swanipfs.com/ipfs/QmUhnnxBNP2tmYAFaBKYqem5weS9H4jXQcjwT7kvSWgXYV?filename=nm-how-happiness-affects-health-tnail.jpg",
            "probability": 0.9997853636741638
        }
    ]
}

Docker Application

To run the project as a Docker application, follow these steps:

1. Clone the repository:

   git clone https://github.com/swanchain/nsfw-detection.git

2. Navigate to the project directory:

   cd detection/

3. Build the Docker image:

   docker build -t nsfw_detection .

4. Run the Docker container:

   docker run -p 5000:5000 nsfw_detection

5. Send your curl request to http://localhost:5000/link to access the application.

   curl -X POST -H "Content-Type: application/json" -d '{"link":["www.example.com"]}' http://localhost:5000/link