datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
godseye-violence-detection-dataset
Keypoints-RWF-total Dataset
This dataset is a fusion of three distinct datasets:
RWF-2000: A dataset that includes videos of real-world fights and non-fight scenarios.
Hockey Violence Dataset: A dataset focused on violent interactions in hockey games.
Airtlab Violence Dataset: A dataset containing videos of violent incidents in various settings.
Important Note: We do not own these datasets. By using this dataset, you are agreeing to follow the rules and licensing agreements of… See the full description on the dataset page: https://huggingface.co/datasets/valiantlynxz/godseye-violence-detection-dataset.Anomaly_Detection_in_Surveillance_Videos
Anomaly Detection in Surveillance Videos Dataset
This dataset contains surveillance video clips categorized by anomaly type (e.g., fighting, stealing, etc.), originally sourced from:
📌 Source: UCF - Real-world Anomaly Detection in Surveillance Videos
Description
The videos in this dataset are collected and organized to support anomaly detection research in the context of real-world surveillance. Each subfolder represents a different anomaly class, and each video… See the full description on the dataset page: https://huggingface.co/datasets/ertiaM/Anomaly_Detection_in_Surveillance_Videos.vehicle-mixed-traffic-detection
Visaitech Mixed-Traffic Vehicle Detection Dataset (v0.1)
Dashcam frames annotated for pedestrian / 2-wheeler / 3-wheeler / 4-wheeler
detection in South Asian mixed traffic, a class taxonomy general-purpose
COCO-trained detectors don't cover (COCO has no concept of an auto-rickshaw
or motorcycle-vs-bicycle-as-one-class "2-wheeler" grouping tuned for how
this traffic actually mixes on the road).
This is an early v0.1 release: 293 annotated frames from 6 source videos,
published… See the full description on the dataset page: https://huggingface.co/datasets/visaitech/vehicle-mixed-traffic-detection.pig-detection-and-tracking
🐷 Dataset for the paper: Benchmarking pig detection and tracking under diverse and challenging conditions
Note: This dataset does not provide a load_dataset interface.
More detailed descriptions about the dataset can be found in the corresponding paper.
⬇️ Downloading the dataset
You can download the dataset using the Hugging Face CLI. First, install the following package:
pip install huggingface_hub
The entire dataset (roughly 25 GB) can then be downloaded as follows:… See the full description on the dataset page: https://huggingface.co/datasets/jonaden/pig-detection-and-tracking.liveness-detection-dataset
Face Liveness Detection Dataset for Anti-Spoofing & PAD Certification
100,000+ spoofing videos for liveness detection
A comprehensive face liveness detection dataset for face anti-spoofing, biometric face recognition, and presentation attack detection (PAD) systems. Unlike narrow public benchmarks that cover only one or two attack types, this dataset combines all major presentation attack categories in a single resource: paper attacks, replay attacks, and 3D mask attacks (silicone… See the full description on the dataset page: https://huggingface.co/datasets/AxonData/liveness-detection-dataset.pose-guided-fall-detection-icta2026
Pose-Guided Temporal Modeling for Robust Vision-Based Fall Detection
This repository contains a reproducible vision-based fall detection pipeline for an ICTA-style technical paper. It focuses on pose/keypoint dynamics, lightweight temporal modeling, ablation, and robustness tests on a 24 GB RTX 3090.
What is included
Dataset manifest builder for URFD, Multiple Cameras Fall Dataset, and generic video folders.
Pose extraction with YOLO pose models from sampled… See the full description on the dataset page: https://huggingface.co/datasets/minhy112/pose-guided-fall-detection-icta2026.web-camera-face-liveness-detection
Web Camera Face Liveness Detection
The dataset consists of videos featuring individuals wearing various types of masks. Videos are recorded under different lighting conditions and with different attributes (glasses, masks, hats, hoods, wigs, and mustaches for men).
The dataset is created on the basis of iBeta Level 1 Dataset
In the dataset, there are 7 types of videos filmed on a web camera:
Silicone Mask - demonstration of a silicone mask attack (silicone)
2D mask with… See the full description on the dataset page: https://huggingface.co/datasets/UniqueData/web-camera-face-liveness-detection.XMR_Demo_Industrial_Foreign_Object_Detection_Lentils
Demo for Hyperspectral Foreign-Object Detection in Lentils
Video spectroscopy beyond the visible spectrum, applied to foreign-object detection on a sliding lentil conveyor. Captured with a Cubert Ultris XMR camera — 61 bands per pixel, 430–910 nm, 1080 × 1000 pixels at 4 fps.
Foreign-object detection in food sorting is a general industrial-inspection problem — the rejected target could be a stone, a stem, a piece of packaging, a metal shard, or an insect. In this… See the full description on the dataset page: https://huggingface.co/datasets/cubert-gmbh/XMR_Demo_Industrial_Foreign_Object_Detection_Lentils.pose-guided-fall-detection-icta2026
Pose-Guided Temporal Modeling for Robust Vision-Based Fall Detection
This repository contains a reproducible vision-based fall detection pipeline for an ICTA-style technical paper. It focuses on pose/keypoint dynamics, lightweight temporal modeling, ablation, and robustness tests on a 24 GB RTX 3090.
What is included
Dataset manifest builder for URFD, Multiple Cameras Fall Dataset, and generic video folders.
Pose extraction with YOLO pose models from sampled… See the full description on the dataset page: https://huggingface.co/datasets/MahedixHasan/pose-guided-fall-detection-icta2026.deep-fake-detection-dfd-entire-original-datasetdeep-fake-detection-dfd-entire-original-datasettmerl-shopping-action-detectionNote: The labels is formatted on .mat
DAMM_mouse_detection
Datasets used to create the Detect Any Mouse Model (or DAMM for short )
DAMM is a project focused on the detection and tracking of multiple animals within complex social and environmental settings. The goal of this project was to create mouse instance segmentation systems that generalize across cage and experimental setups. This README provides an overview of the datasets used in DAMM and the annotation structure.
Annotation Structure
Annotations in this project are… See the full description on the dataset page: https://huggingface.co/datasets/gauravkaul/DAMM_mouse_detection.distraction_detection_datasetfight-detection-video
Fight Dataset - 1,000+ videos
The dataset comprises 1,000 high-quality videos captured from static and moving surveillance cameras at resolutions up to 1920×1080 and 30 FPS. These video clips contain fights and violent actions recorded in controlled environments. It is designed for research in violence detection, focusing on various detection techniques and algorithms, primarily aimed at advancing public safety and security systems.
By utilizing this dataset, researchers and… See the full description on the dataset page: https://huggingface.co/datasets/UniDataPro/fight-detection-video.on-device-face-liveness-detection
Mobile Face Liveness Detection
The dataset consists of videos featuring individuals wearing various types of masks. Videos are recorded under different lighting conditions and with different attributes (glasses, masks, hats, hoods, wigs, and mustaches for men).
The dataset is created on the basis of iBeta Level 1 Dataset
In the dataset, there are 4 types of videos filmed on mobile devices:
2D mask with holes for eyes - demonstration of an attack with a paper/cardboard… See the full description on the dataset page: https://huggingface.co/datasets/UniqueData/on-device-face-liveness-detection.vessel-detection-datasetrppg-deepfake-detectionhispanic-people-liveness-detection-video-dataset
Biometric Attack Dataset, Hispanic People
The similar dataset that includes all ethnicities - Anti Spoofing Real Dataset
The dataset for face anti spoofing and face recognition includes images and videos of hispanic people. 32,600+ photos & video of 16,300 people from 20 countries. The dataset helps in enchancing the performance of the model by providing wider range of data for a specific ethnic group.
The videos were gathered by capturing faces of genuine individuals… See the full description on the dataset page: https://huggingface.co/datasets/UniqueData/hispanic-people-liveness-detection-video-dataset.fraud-detection-eda
PaySim Financial Fraud Detection — EDA & Dataset Analysis
Presentation Video
Dataset Overview
This project analyzes the PaySim Financial Fraud Detection dataset from Kaggle (source: chitwanmanchanda/fraudulent-transactions-data). The dataset contains simulated mobile money transactions with fraud labels, representing 100,000 randomly sampled transactions (random_state=42) from the original 6,362,620 rows.
Key characteristics:
Total records: 100,000… See the full description on the dataset page: https://huggingface.co/datasets/MichaelGelshtein/fraud-detection-eda.Tencent_Fall_Detectionasian-people-liveness-detection-video-dataset
Biometric Attack Dataset, Asian People
The similar dataset that includes all ethnicities - Anti Spoofing Real Dataset
The dataset for face anti spoofing and face recognition includes images and videos of asian people. 30,600+ photos & video of 15,300 people from 32 countries. All people presented in the dataset are South Asian, East Asian or Middle Asian. The dataset helps in enchancing the performance of the model by providing wider range of data for a specific ethnic… See the full description on the dataset page: https://huggingface.co/datasets/UniqueData/asian-people-liveness-detection-video-dataset.fall-detection
Fall Detection - 10,000 videos
The dataset consists of 10,000 high-resolution videos capturing staged fall events performed by humans across diverse indoor and outdoor settings. It is specifically designed to advance detection research in computer vision, providing data for developing and evaluating robust detection systems.
By utilizing this dataset, researchers and developers can advance their understanding and capabilities in fall detection and recognition technologies. - Get… See the full description on the dataset page: https://huggingface.co/datasets/UniDataPro/fall-detection.MELD-emotion-detection-preprocessed
Hi, I’m Seniru Epasinghe 👋
I’m an AI undergraduate and an AI enthusiast, working on machine learning projects and open-source contributions.I enjoy exploring AI pipelines, natural language processing, and building tools that make development easier.
🌐 Connect with me
Multimodal Emotion Recognition Dataset (Processed from MELD)
This dataset… See the full description on the dataset page: https://huggingface.co/datasets/seniruk/MELD-emotion-detection-preprocessed.caucasian-people-liveness-detection-dataset
Biometric Attack Dataset, Caucasian People
The similar dataset that includes all ethnicities - Anti Spoofing Real Dataset
The dataset for face anti spoofing and face recognition includes images and videos of сaucasian people. The dataset helps in enchancing the performance of the model by providing wider range of data for a specific ethnic group.
The videos were gathered by capturing faces of genuine individuals presenting spoofs, using facial presentations. Our dataset… See the full description on the dataset page: https://huggingface.co/datasets/UniqueData/caucasian-people-liveness-detection-dataset.detection_aimThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "BrewieBase",
"total_episodes": 2,
"total_frames": 546,
"total_tasks": 1,
"total_videos": 2,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 20,
"splits": {
"train": "0:2"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/forroot/detection_aim.black-people-liveness-detection-video-dataset
Biometric Attack Dataset, Black People
The similar dataset that includes all ethnicities - Anti Spoofing Real Dataset
The dataset for face anti spoofing and face recognition includes images and videos of black people. The dataset helps in enchancing the performance of the model by providing wider range of data for a specific ethnic group.
The videos were gathered by capturing faces of genuine individuals presenting spoofs, using facial presentations. Our dataset proposes… See the full description on the dataset page: https://huggingface.co/datasets/UniqueData/black-people-liveness-detection-video-dataset.hit_detectionThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "BrewieBase",
"total_episodes": 2,
"total_frames": 786,
"total_tasks": 1,
"total_videos": 2,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 20,
"splits": {
"train": "0:2"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/HomebrewRobotics/hit_detection.Student-Engagement-Detectionfall_detection_pbv_f13