sl4shuur/sdxl-handwriting-signaturegen-lora
Text-to-Image
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Datasets:
Dataset Viewer
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imagewidth (px) 256
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signaturegen style: Close-up of B. Navya's handwritten signature in black ink on white
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signaturegen style: A black ink handwritten signature of B. Navya on a clean white paper background
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signaturegen style: A black ink handwritten signature of B. Navya on a clean white paper background
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signaturegen style: Close-up of B. Navya's handwritten signature in black ink on white
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signaturegen style: Authentic pen signature by B. Navya, centered on white sheet
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signaturegen style: Handwritten name 'B. Navya' in elegant cursive on plain white paper
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signaturegen style: Handwritten name 'B. Navya' in elegant cursive on plain white paper
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signaturegen style: Handwritten name 'B. Navya' in elegant cursive on plain white paper
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signaturegen style: Close-up of B. Navya's handwritten signature in black ink on white
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signaturegen style: A black ink handwritten signature of B. Navya on a clean white paper background
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signaturegen style: Close-up of Jabeena's handwritten signature in black ink on white
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signaturegen style: Close-up of Jabeena's handwritten signature in black ink on white
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signaturegen style: High-contrast scan of Jabeena's ink signature on white paper
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signaturegen style: A black ink handwritten signature of Jabeena on a clean white paper background
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signaturegen style: High-contrast scan of Jabeena's ink signature on white paper
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signaturegen style: Minimalistic black signature: Jabeena written on bright white background
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signaturegen style: A black ink handwritten signature of Jabeena on a clean white paper background
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signaturegen style: A black ink handwritten signature of Jabeena on a clean white paper background
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signaturegen style: A black ink handwritten signature of Jabeena on a clean white paper background
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signaturegen style: Handwritten name 'Jabeena' in elegant cursive on plain white paper
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signaturegen style: Handwritten name 'Saniya' in elegant cursive on plain white paper
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signaturegen style: High-contrast scan of Saniya's ink signature on white paper
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signaturegen style: High-contrast scan of Saniya's ink signature on white paper
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signaturegen style: A black ink handwritten signature of Saniya on a clean white paper background
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signaturegen style: High-contrast scan of Saniya's ink signature on white paper
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signaturegen style: Handwritten name 'Saniya' in elegant cursive on plain white paper
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signaturegen style: Close-up of Saniya's handwritten signature in black ink on white
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signaturegen style: Close-up of Saniya's handwritten signature in black ink on white
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signaturegen style: Close-up of Saniya's handwritten signature in black ink on white
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signaturegen style: High-contrast scan of Saniya's ink signature on white paper
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signaturegen style: Minimalistic black signature: G. Preethi written on bright white background
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signaturegen style: Handwritten name 'G. Preethi' in elegant cursive on plain white paper
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signaturegen style: Minimalistic black signature: G. Preethi written on bright white background
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signaturegen style: High-contrast scan of G. Preethi's ink signature on white paper
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signaturegen style: Authentic pen signature by G. Preethi, centered on white sheet
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signaturegen style: G. Preethi
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signaturegen style: G. Preethi
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signaturegen style: A black ink handwritten signature of G. Preethi on a clean white paper background
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signaturegen style: G. Preethi
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signaturegen style: G. Preethi
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signaturegen style: Handwritten name 'Prathyusha' in elegant cursive on plain white paper
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signaturegen style: Close-up of Prathyusha's handwritten signature in black ink on white
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signaturegen style: Minimalistic black signature: Prathyusha written on bright white background
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signaturegen style: Authentic pen signature by Prathyusha, centered on white sheet
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signaturegen style: Authentic pen signature by Prathyusha, centered on white sheet
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signaturegen style: Handwritten name 'Prathyusha' in elegant cursive on plain white paper
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signaturegen style: Handwritten name 'Prathyusha' in elegant cursive on plain white paper
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signaturegen style: Prathyusha
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signaturegen style: Authentic pen signature by Prathyusha, centered on white sheet
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signaturegen style: A black ink handwritten signature of Prathyusha on a clean white paper background
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signaturegen style: A black ink handwritten signature of Kalyani on a clean white paper background
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signaturegen style: Minimalistic black signature: Kalyani written on bright white background
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signaturegen style: A black ink handwritten signature of Kalyani on a clean white paper background
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signaturegen style: Authentic pen signature by Kalyani, centered on white sheet
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signaturegen style: Kalyani
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signaturegen style: Authentic pen signature by Kalyani, centered on white sheet
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signaturegen style: High-contrast scan of Kalyani's ink signature on white paper
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signaturegen style: Authentic pen signature by Kalyani, centered on white sheet
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signaturegen style: Kalyani
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signaturegen style: A black ink handwritten signature of Kalyani on a clean white paper background
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signaturegen style: Close-up of Navya's handwritten signature in black ink on white
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signaturegen style: Minimalistic black signature: Navya written on bright white background
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signaturegen style: High-contrast scan of Navya's ink signature on white paper
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signaturegen style: A black ink handwritten signature of Navya on a clean white paper background
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signaturegen style: Minimalistic black signature: Navya written on bright white background
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signaturegen style: A black ink handwritten signature of Navya on a clean white paper background
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signaturegen style: High-contrast scan of Navya's ink signature on white paper
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signaturegen style: Authentic pen signature by Navya, centered on white sheet
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signaturegen style: Navya
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signaturegen style: Close-up of Navya's handwritten signature in black ink on white
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signaturegen style: High-contrast scan of Mr. Chang's ink signature on white paper
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signaturegen style: Mr. Chang
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signaturegen style: Authentic pen signature by Mr. Chang, centered on white sheet
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signaturegen style: High-contrast scan of Mr. Chang's ink signature on white paper
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signaturegen style: Handwritten name 'Mr. Chang' in elegant cursive on plain white paper
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signaturegen style: Close-up of Mr. Chang's handwritten signature in black ink on white
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signaturegen style: A black ink handwritten signature of Mr. Chang on a clean white paper background
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signaturegen style: A black ink handwritten signature of Mr. Chang on a clean white paper background
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signaturegen style: Close-up of Mr. Chang's handwritten signature in black ink on white
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signaturegen style: Handwritten name 'Mr. Chang' in elegant cursive on plain white paper
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signaturegen style: Shahana
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signaturegen style: Authentic pen signature by Shahana, centered on white sheet
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signaturegen style: A black ink handwritten signature of Shahana on a clean white paper background
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signaturegen style: Shahana
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signaturegen style: Handwritten name 'Shahana' in elegant cursive on plain white paper
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signaturegen style: Shahana
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signaturegen style: A black ink handwritten signature of Shahana on a clean white paper background
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signaturegen style: Minimalistic black signature: Shahana written on bright white background
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signaturegen style: Authentic pen signature by Shahana, centered on white sheet
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signaturegen style: Minimalistic black signature: Shahana written on bright white background
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signaturegen style: Close-up of Prabhath's handwritten signature in black ink on white
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signaturegen style: Prabhath
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signaturegen style: Authentic pen signature by Prabhath, centered on white sheet
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signaturegen style: Handwritten name 'Prabhath' in elegant cursive on plain white paper
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signaturegen style: Authentic pen signature by Prabhath, centered on white sheet
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signaturegen style: Authentic pen signature by Prabhath, centered on white sheet
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signaturegen style: Handwritten name 'Prabhath' in elegant cursive on plain white paper
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signaturegen style: Close-up of Prabhath's handwritten signature in black ink on white
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signaturegen style: Authentic pen signature by Prabhath, centered on white sheet
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signaturegen style: Close-up of Prabhath's handwritten signature in black ink on white
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End of preview. Expand
in Data Studio
A dataset of handwritten signatures with text prompts, designed for LoRA fine-tuning of diffusion models to generate realistic personal signatures.
Handwritten Signatures Dataset (Processed)
This dataset contains preprocessed handwritten signatures designed for signature verification and LoRA fine-tuning of diffusion models (e.g., Stable Diffusion) for text-to-image tasks.
📌 Processing steps
- Labeling – assigned using computer vision and AI models to group signatures by name.
- Preprocessing with OpenCV – cleaning, cropping, centering, and resizing to
256×256. - Manual filtering – removal of low-quality or noisy samples.
📂 Structure
.pngfiles — signature images.metadata.jsonl— annotation file mapping each image to its label.
🚀 Usage
Example loading with datasets:
from datasets import load_dataset
ds = load_dataset("sl4shuur/handwriting-signatures-dataset", split="train")
print(ds[0])
Each sample contains:
image: PIL image object (signature image, 256×256).text: text prompt describing the signature (e.g., "signaturegen style: Close-up of B. Navya's handwritten signature in black ink on white").
🔖 Notes
- Original raw data: Kaggle Signature Verification Dataset.
- This version is heavily processed and cleaned for research and generative tasks.
- License is set to CC-BY-NC-4.0 (non-commercial use only).
- Downloads last month
- 104
Size of downloaded dataset files:
10.4 MB
Size of the auto-converted Parquet files:
10.2 MB
Number of rows:
1,289
Models trained or fine-tuned on sl4shuur/handwriting-signatures-dataset