VashuTheGreat2/bollywood_celeb_faces

Bollywood Celebrity Faces Dataset

Dataset: VashuTheGreat2/bollywood_celeb_faces

Overview

The Bollywood Celebrity Faces Dataset contains facial images of popular Indian Bollywood celebrities. The dataset is designed for computer vision tasks such as:

• Face Recognition
• Face Classification
• Celebrity Identification
• Metric Learning / Embedding Training

All images are mapped to their corresponding celebrity names using a structured CSV file.

Dataset Structure

bollywood_celeb_faces/
│
├── images/
│   ├── img_0001.jpg
│   ├── img_0002.jpg
│   ├── ...
│
├── data.csv
└── README.md

data.csv Format

The data.csv file maps each image to the corresponding celebrity.

image_path	name
images/img_0001.jpg	Shah_Rukh_Khan
images/img_0002.jpg	Deepika_Padukone
images/img_0003.jpg	Salman_Khan

Columns:

• image_path → relative path to the image
• name → celebrity name label

Dataset Creation

This dataset was created by scraping publicly available images of Bollywood celebrities, inspired by the structure of the CelebA dataset. Images were collected and then organized with a CSV mapping file.

Steps involved:

1. Scraping celebrity images from public sources.
2. Cleaning and filtering corrupted images.
3. Assigning labels to each image.
4. Creating a CSV mapping file (data.csv) for training pipelines.

Example Usage

Load Dataset

import pandas as pd
from PIL import Image

df = pd.read_csv("data.csv")

img_path = df.iloc[0]["image_path"]
label = df.iloc[0]["name"]

image = Image.open(img_path)

print(label)

PyTorch Example

import pandas as pd
from PIL import Image
from torch.utils.data import Dataset

class BollywoodFaces(Dataset):
    def __init__(self, csv_file):
        self.df = pd.read_csv(csv_file)

    def __len__(self):
        return len(self.df)

    def __getitem__(self, idx):
        img_path = self.df.iloc[idx]["image_path"]
        label = self.df.iloc[idx]["name"]

        image = Image.open(img_path).convert("RGB")

        return image, label

Possible Use Cases

• Face Recognition research
• Celebrity face classification
• Deep learning model training
• Computer vision experiments

License

This dataset contains images of public figures collected from publicly available sources for research and educational purposes only.

Users should ensure compliance with applicable copyright and privacy laws when using this dataset.

Author

Created by Vansh Sharma (VashuTheGreat).