datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
typed_digital_signatures
Typed Digital Signatures Dataset
This comprehensive dataset contains synthetic digital signatures rendered across 30 different Google Fonts, specifically selected for their handwriting and signature-style characteristics. Each font contributes unique stylistic elements, making this dataset ideal for robust signature analysis and font recognition tasks.
Dataset Overview
Total Fonts: 30 different Google Fonts
Images per Font: 3,000 signatures
Total Dataset Size:… See the full description on the dataset page: https://huggingface.co/datasets/Benjy/typed_digital_signatures.American-Sign-Language-MNIST
Dataset Card for ASL-MNIST
This is a FiftyOne dataset with 34,627 samples of American Sign Language (ASL) alphabet images, converted from the original Kaggle Sign Language MNIST dataset into a format optimized for computer vision workflows.
Installation
If you haven't already, install FiftyOne:
pip install -U fiftyone
Usage
import fiftyone as fo
from fiftyone.utils.huggingface import load_from_hub
# Load the dataset
# Note: other available arguments… See the full description on the dataset page: https://huggingface.co/datasets/Voxel51/American-Sign-Language-MNIST.russian-road-signs
Датасет размеченных знаков
Датасет размеченных дорожных знаков для задач компьютерного зрения и детекции объектов.
Загрузка
from huggingface_hub import snapshot_download
snapshot_download(
repo_id="Dognellaf/russian-road-signs",
repo_type="dataset",
local_dir="./russian-road-signs"
)
Описание
Датасет содержит размеченные вручную кадры из видеозаписей с российскими дорожными знаками. Разметка в формате YOLO.
Изображений: 43 851 (JPEG)… See the full description on the dataset page: https://huggingface.co/datasets/Dognellaf/russian-road-signs.sign_language_comparison_table_modifiedpopsign-images
PopSign Images Dataset
This dataset contains frame sequences extracted from PopSign ASL (American Sign Language) video clips, organized for sign language recognition tasks.
Dataset Description
The PopSign dataset consists of short video clips of isolated ASL signs. This version provides pre-extracted image frames from each video clip, suitable for training image-based or video-based models for sign language recognition.
Subsets
The dataset contains two subsets:… See the full description on the dataset page: https://huggingface.co/datasets/sign/popsign-images.traffic-sign-bench
Traffic Sign Bench
Official per-sign SUMO maps for TrafficRuleBench: real Moscow OSM
layouts, 25 signs, 2500 maps. Protocol size is
80 train + 20 test maps per sign.
Road geometry is derived from OpenStreetMap
© OpenStreetMap contributors and is released under ODbL 1.0.
Download
All scenes land under data/scenes/<sign>/<scene_id>/, which is what eval
expects:
huggingface-cli download emb-ai/traffic-sign-bench \
--repo-type dataset \… See the full description on the dataset page: https://huggingface.co/datasets/emb-ai/traffic-sign-bench.Signature-Verification-Dataset
Multilingual Signature Verification Dataset
Dataset Summary
The Multilingual Signature Verification Dataset is a curated collection of handwritten signatures designed for offline signature verification and related computer vision tasks.
The dataset contains more than 7,000 signature images spanning three major writing systems:
Hindi
Bengali
English
The English portion includes samples from the well-known CEDAR Signature Dataset, while additional Hindi and… See the full description on the dataset page: https://huggingface.co/datasets/rakshitdabral/Signature-Verification-Dataset.telegram-financial-signalsv2
Financial Trading Signals Sentiment Dataset
Overview
This dataset contains 4,664 trading signals extracted from Telegram group chats, focused on financial instruments such as Forex pairs, commodities (Gold, Silver), stocks, and indices. Each signal is labeled with a sentiment value for use in financial sentiment analysis and machine learning applications.
Data Description
Each record represents a trading signal and includes fields for symbol, sentiment (both… See the full description on the dataset page: https://huggingface.co/datasets/ZombitX64/telegram-financial-signalsv2.signatures-dataset
Sig-DS: Signature Dataset
This dataset contains a collection of genuine and forged handwritten signatures designed for training image similarity and forgery detection algorithms.
Dataset Details
Developed by: Toni Ihab
Type: Image Dataset
Language(s): English
License: MIT
Intended Use
Primary use cases: Training deep learning models for handwriting authentication, biometric similarity scoring, and forgery detection. It is highly suitable for… See the full description on the dataset page: https://huggingface.co/datasets/T0KII/signatures-dataset.german-traffic-sign-detection
Dataset Labels
['animals', 'construction', 'cycles crossing', 'danger', 'no entry', 'pedestrian crossing', 'school crossing', 'snow', 'stop', 'bend', 'bend left', 'bend right', 'give way', 'go left', 'go left or straight', 'go right', 'go right or straight', 'go straight', 'keep left', 'keep right', 'no overtaking', 'no overtaking -trucks-', 'no traffic both ways', 'no trucks', 'priority at next intersection', 'priority road', 'restriction ends', 'restriction ends -overtaking… See the full description on the dataset page: https://huggingface.co/datasets/keremberke/german-traffic-sign-detection.MITO_DatasetMarathi-Sign-Language
Marathi Sign Language Detection Dataset Card
Dataset Description
The Marathi Sign Language Dataset is a comprehensive collection of images designed to facilitate the development and training of machine learning models for recognizing Marathi sign language gestures. This dataset includes 43 distinct classes, each representing a unique character in the Marathi sign language alphabet. With approximately 1.2k images per class, the dataset totals over 51k images, all uniformly… See the full description on the dataset page: https://huggingface.co/datasets/VinayHajare/Marathi-Sign-Language.vertical-signage
Vertical Signage
Dataset de señalización vertical con dos tareas independientes.
Detección por bounding boxes
El dataset YOLO está en detection/:
detection/images/
detection/labels/
detection/splits/train.txt
detection/splits/val.txt
detection/splits/test.txt
detection/dataset.yaml
Clases: regulamentacao, advertencia, indicacao y percurso.
Calidad
Clasificación boa/ruim en quality/, separada por train, val y test.
Anotaciones originales… See the full description on the dataset page: https://huggingface.co/datasets/paulinavelasquez/vertical-signage.time-signature
Time Signature Detection Dataset
A YOLO-format object detection dataset for recognizing musical time signatures in sheet music images. The dataset is compiled from two sources: a subset of DeepScores V2 and public domain scores from IMSLP (Chopin, Beethoven, Mozart, Brahms, Debussy, and others).
Dataset Summary
Split
Images
Instances
Train
381
2,481
Val
269
644
Total
650
3,125
Classes
19 time signature classes with instance… See the full description on the dataset page: https://huggingface.co/datasets/BowenC/time-signature.Synset-Signset-Germany-GTSRB-Subset
Synset Signset Germany - GTSRB Subset
The GTSRB subset of the Synset Signset Germany dataset addresses the task of traffic sign recognition in Germany. It contains the same 43 traffic
sign classes as the well-known GTSRB dataset and thus represents its “synthetic twin”. For each class, the dataset
contains 500 images, accumulating to 21,500 independent images in total.
Website: synset.de/datasets/synset-signset-ger/
Paper: Sielemann, A., Loercher, L., Schumacher, M. L., Wolf, S.… See the full description on the dataset page: https://huggingface.co/datasets/FraunhoferIOSB/Synset-Signset-Germany-GTSRB-Subset.digital_signatures
Digital Signatures Dataset
This dataset contains unique synthetic digital signatures rendered in different fonts:
4,000 synthetic signatures in Rage font
4,000 synthetic signatures in Mistral font
2,000 synthetic signatures in Arial Unicode font
Purpose
For the development of models that can detect digital signatures in documentation using the publicly available Docusign® font styles.
Structure
The dataset is organized into three folders:
rage/ - Contains… See the full description on the dataset page: https://huggingface.co/datasets/Benjy/digital_signatures.Traffic-sign-detection-VietNam
Vietnam Traffic Sign Detection Dataset
This repository contains the dataset for detecting road traffic signs in Vietnam using the state-of-the-art YOLO object detection model.
📂 Repository Structure
The dataset is structured in the standard YOLO format, containing images and corresponding annotations divided into training, validation, and testing sets.
├── classid.xlsx # Excel file mapping class IDs to names
├── dataset/
│ ├── train/ #… See the full description on the dataset page: https://huggingface.co/datasets/star092304/Traffic-sign-detection-VietNam.Synset-Signset-Germany
Synset Signset Germany
The Synset Signset Germany dataset addresses the task of traffic sign recognition in Germany. It contains a total of 105,500 images of 211 different
German traffic sign classes, including newly published (2020) and thus comparatively rare traffic signs. The subset of the first 43 classes in the dataset aims to represent
a “synthetic twin” of the well-known GTSRB dataset.
Website: synset.de/datasets/synset-signset-ger/
Paper: Sielemann, A., Loercher, L.… See the full description on the dataset page: https://huggingface.co/datasets/FraunhoferIOSB/Synset-Signset-Germany.street-smart-road-signs
Street Smart: Road Sign Recognition
Dataset Summary
A public, viewer-ready educational challenge dataset. Host-only scoring data and hidden targets are excluded.
Splits
Split
Examples
Description
train
701
Labeled training data
test
176
Public inputs with withheld target labels or annotations
Data Fields
Field
Type
image
Image
image_id
string
width
int64
height
int64
objects.bbox… See the full description on the dataset page: https://huggingface.co/datasets/hoangbang/street-smart-road-signs.moroccan-traffic-sign-datasetvietnam_traffic_signhandwriting-signatures-datasetA 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… See the full description on the dataset page: https://huggingface.co/datasets/LuisitoLuisito/handwriting-signatures-dataset.American-Sign-Language-MNIST
Dataset Card for ASL-MNIST
This is a FiftyOne dataset with 34,627 samples of American Sign Language (ASL) alphabet images, converted from the original Kaggle Sign Language MNIST dataset into a format optimized for computer vision workflows.
Installation
If you haven't already, install FiftyOne:
pip install -U fiftyone
Usage
import fiftyone as fo
from fiftyone.utils.huggingface import load_from_hub
# Load the dataset
# Note: other available… See the full description on the dataset page: https://huggingface.co/datasets/saifmughal23/American-Sign-Language-MNIST.mapillary_traffic_sign_datasetSignature-Verification-Dataset
Multilingual Signature Verification Dataset
Dataset Summary
The Multilingual Signature Verification Dataset is a curated collection of handwritten signatures designed for offline signature verification and related computer vision tasks.
The dataset contains more than 7,000 signature images spanning three major writing systems:
Hindi
Bengali
English
The English portion includes samples from the well-known CEDAR Signature Dataset, while additional Hindi and… See the full description on the dataset page: https://huggingface.co/datasets/Peachyy2208/Signature-Verification-Dataset.mapillary_traffic_sign_dataset_cleanedsignalvietnam_traffic_signTraffic_Sign_Recogntion_DatabaseTSRD (Traffic Sign Recognition Database) 是一个中国交通标志数据集，包含多种交通标志类别。数据集分为训练集和测试集：
训练集：包含约4170张图像
测试集：包含约1994张图像
类别数：约58个不同的交通标志类别
数据集格式为：
图像文件名;宽;高;x1;y1;x2;y2;类别;
包含全种类数据集 / 4方向指示牌数据集
signature-detection
Dataset: Signature Detection
This dataset was developed to train models for handwritten signature detection in various types of documents. It combines data from two public datasets (Tobacco800 and signatures-xc8up) with processing and unification performed in Roboflow.
Project Resources Overview
Resource
Links / Badges
Details
Article
A detailed community article covering the full development process of the project
Model Files
Available formats:… See the full description on the dataset page: https://huggingface.co/datasets/tech4humans/signature-detection.