Datasets:

Sowaiba01
/

Deepfake

Exception:    SplitsNotFoundError
Message:      The split names could not be parsed from the dataset config.
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/inspect.py", line 286, in get_dataset_config_info
                  for split_generator in builder._split_generators(
                                         ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      StreamingDownloadManager(base_path=builder.base_path, download_config=download_config)
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/folder_based_builder/folder_based_builder.py", line 192, in _split_generators
                  raise ValueError(f"Found metadata files with different extensions: {list(metadata_ext)}")
              ValueError: Found metadata files with different extensions: ['.csv', '.jsonl']
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/split_names.py", line 66, in compute_split_names_from_streaming_response
                  for split in get_dataset_split_names(
                               ~~~~~~~~~~~~~~~~~~~~~~~^
                      path=dataset,
                      ^^^^^^^^^^^^^
                      config_name=config,
                      ^^^^^^^^^^^^^^^^^^^
                      token=hf_token,
                      ^^^^^^^^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/inspect.py", line 340, in get_dataset_split_names
                  info = get_dataset_config_info(
                      path,
                  ...<6 lines>...
                      **config_kwargs,
                  )
                File "/usr/local/lib/python3.14/site-packages/datasets/inspect.py", line 291, in get_dataset_config_info
                  raise SplitsNotFoundError("The split names could not be parsed from the dataset config.") from err
              datasets.inspect.SplitsNotFoundError: The split names could not be parsed from the dataset config.

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DeepGuard Deepfake Dataset

A paired deepfake dataset for training and benchmarking deepfake detection models. Generated as part of the DeepGuard AI Project (2026).

Dataset Statistics

Fake images: 5426 (face-swapped using InsightFace inswapper_128)
Real images: 5426 (original paired faces)
Total: 10852 images
Format: JPEG, high quality (95%)
Generation method: InsightFace inswapper_128 (ONNX runtime)

Why This Dataset is Unique

Paired structure: Every fake has a matching real image of the same target person
Modern method: inswapper_128 powers most 2024-2026 real-world deepfake apps
Traceable metadata: Source identity, target face, and method per image
Open access: No sign-up required, instant load_dataset() access

Quick Start

from datasets import load_dataset
ds = load_dataset('Sowaiba01/Deepfake')

Detection Model

Trained EfficientNet-B4 detection model also available:

from huggingface_hub import hf_hub_download
model_path = hf_hub_download('Sowaiba01/deepguard-ai', 'efficientnet_b4_deepguard.pth')

Validation accuracy: 99.78% on 140K Real & Fake Faces dataset.

Citation

@dataset{deepguard2026,
  author = {Arshad, Sowaiba},
  title  = {DeepGuard Deepfake Dataset},
  year   = {2026},
  url    = {https://huggingface.co/datasets/Sowaiba01/Deepfake}
}

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