Upload folder using huggingface_hub

.gitattributes

@@ -0,0 +1,60 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mds filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
+# Video files - compressed
+*.mp4 filter=lfs diff=lfs merge=lfs -text
+*.webm filter=lfs diff=lfs merge=lfs -text
+files/1/video.MOV filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,41 @@
+---
+license: cc-by-nc-nd-4.0
+task_categories:
+- image-segmentation
+- image-classification
+tags:
+- image
+- Facial Recognition
+- Computer Vision
+- Machine learning
+- Security
+size_categories:
+- 100K<n<1M
+---
+# Dataset of face images with different angles and head positions
+Dataset contains **23,110** individuals, each contributing **28** images featuring various angles and head positions, diverse backgrounds, and attributes, along with **1 ID** photo. In total, the dataset comprises over **670,000** images in formats such as JPG and PNG. It is designed to advance face recognition and facial recognition research, focusing on person re-identification and recognition systems.
+
+By utilizing this dataset, researchers can explore various recognition applications, including face verification, face identification.  - **[Get the data](https://unidata.pro/datasets/face-anti-spoofing/?utm_source=huggingface&utm_medium=referral&utm_campaign=face-re-identification-image-dataset)**
+
+## Metadata for the dataset
+![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F22059654%2Fed374cc92b935b209749cb7b32fd41da%2FFrame%201%20(10).png?generation=1743160276352983&alt=media)
+The accuracy of labels of face pose is more than 97%, ensuring reliable data for training and testing recognition algorithms.
+
+# Frequently Asked Questions
+
+## What types of files are included in each data sample?
+
+Each sample consists of a paired set containing one facial image and one live video of the same participant.
+
+## How was the data collected?
+
+The dataset was collected through crowdsourcing platforms, allowing recordings to be gathered from a large number of participants across multiple countries.
+
+## Who can benefit from this face anti-spoofing dataset?
+
+The dataset is valuable for biometric security companies, fintech providers, digital identity platforms, AI researchers, universities, and cybersecurity teams. It supports the development of secure facial authentication systems, presentation attack detection, identity verification, and computer vision applications.
+
+# 💵 Buy the Dataset: This is a limited preview of the data. To access the full dataset, please contact us at [https://unidata.pro](https://unidata.pro/datasets/face-anti-spoofing/?utm_source=huggingface&utm_medium=referral&utm_campaign=face-re-identification-image-dataset) to discuss your requirements and pricing options.
+
+Dataset includes high-quality images that capture human faces in different poses and expressions, allowing for comprehensive analysis in recognition tasks.  It is particularly valuable for developing and evaluating deep learning models and computer vision techniques.
+# 🌐 [UniData](https://unidata.pro/datasets/face-anti-spoofing/?utm_source=huggingface&utm_medium=referral&utm_campaign=face-re-identification-image-dataset) provides high-quality datasets, content moderation, data collection and annotation for your AI/ML projects

antispoofing.csv

@@ -0,0 +1,11 @@
+set_id;age;gender;country;ethnicity;device_model; fps; photo_resolution;video_resolution;photo_extension; video_extension
+1;40;FEMALE;Pakistan ;Asian;iPhone ;24.002681863895408;750x1000;480x360;jpeg;MOV
+2;18;MALE;Pakistan ;Asian;Sparkneo8pro ;20.00105505004192;750x1000;1280x720;jpg;mp4
+3;21;MALE;Turkey;Middle Eastern;Poco X4 Pro 5G;29.844807003581376;1000x750;850x478;jpg;mp4
+4;25;FEMALE;Russia ;Asian;Itel P40 ;29.993705024871325;1000x750;1920x1080;jpg;mp4
+5;18;MALE;Nigeria;African;Vivo y1s;19.99882359861185;1000x563;1920x1080;jpg;mp4
+6;34;FEMALE;El Salvador ;Middle Eastern;Samsung s52;30.05300256816568;1000x1000;1920x1080;jpg;mp4
+7;22;FEMALE;Kenya;African;Realme;24.94824016563147;1000x750;1280x720;jpg;mp4
+8;20;MALE;Kenya;African;Samsung a12;30.01131378892837;1000x750;1280x720;jpg;mp4
+9;73;FEMALE;Ukraine;European;Asus;17.099907505045767;750x1000;480x640;jpg;mp4
+10;30;MALE;Brazil ;European;Xiaomi 12 lite;30.12120977797539;1000x563;1920x1080;jpg;mp4

files/1/video.MOV

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9f8561d9bc2b2177b8eff136a3e0df7d773316384759c4acdaeb270d6e1d484c
+size 1596312

files/10/video.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2a0914f5dcc90a12a1d63fc0039e06e3d8531173756cfd5636b0f1bfb9ac4f3c
+size 23780747

files/2/video.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:585563deeb447132157369d41f72a3b2c8229f33751598bac6125148e6f4f771
+size 6966906

files/3/video.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ad474ceaa351b276436585a49b697a5a3c38b34ccde96dcd218c84875d6614dd
+size 2741360

files/4/video.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6f6de286c1c068d6781b98e817e3d7df74d7ae52fe7813ea70c63473d1f76f67
+size 21781074

files/5/video.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b4eae0e6d82f0f165516a48e97f493364b37f41308ea921820d0a36054a9508f
+size 19239570

files/6/video.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:100bb0e817d959f5af7a49063f495900e537ee547604b477bd8393d094f60229
+size 23810632

files/7/video.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9cc3b50fb7b1e52445e9df6bdcf0bf81631fa571aaabaf775762505af2d2562c
+size 8400137

files/8/video.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cf066d7d72ccc9893631bd82b4f17d64708f299efa0c88e3bc6794d127a2eac3
+size 7516914

files/9/video.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:11a97fae42beafc9ceb667e9e522b87f698149a81a9d1fd16ce07a7df7ce50c7
+size 2782806