Upload folder using huggingface_hub

.gitattributes

@@ -0,0 +1,59 @@
+*.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
+*.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 +1,37 @@
+---
+license: cc-by-nc-nd-4.0
+task_categories:
+- image-classification
+- video-classification
+- object-detection
+tags:
+- image
+- video
+- people
+- computer vision
+- deep learning
+- cyber security
+- verification
+size_categories:
+- 10K<n<100K
+---
+
+# Face Antispoofing dataset for recognition systems
+
+The dataset consists of **98,000** videos and selfies from **170** countries, providing a foundation for developing robust **security systems** and **facial recognition algorithms.**
+
+While the dataset itself doesn't contain spoofing attacks, it's a valuable resource for testing **liveness detection system**, allowing researchers to simulate attacks and evaluate how effectively their systems can distinguish between real faces and various forms of spoofing.
+
+By utilizing this dataset, researchers can contribute to the development of advanced security solutions, enabling the safe and reliable use of biometric technologies for **authentication and verification**. - **[Get the data](https://unidata.pro/datasets/face-anti-spoofing/?utm_source=huggingface&utm_medium=referral&utm_campaign=face-anti-spoofing)**
+
+#Examples of data
+![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F22059654%2Fe46e401a5449bacce5f934aaea9bb06e%2FFrame%20155.png?generation=1730591437955112&alt=media)
+The dataset offers a high-quality collection of videos and photos, including selfies taken with a range of popular smartphones, like iPhone, Xiaomi, Samsung, and more. The videos showcase individuals turning their heads in various directions, providing a natural range of movements for liveness detection training. 
+# 💵 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-anti-spoofing) to discuss your requirements and pricing options.
+
+## Metadata for the dataset
+![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F22059654%2F8350718e93ee92840995405815739c61%2FFrame%20136%20(1).png?generation=1730591760432249&alt=media)
+Furthermore, the dataset provides detailed metadata for each set, including information like gender, age, ethnicity, video resolution, duration, and frames per second. This rich metadata provides crucial context for analysis and model development.
+
+Researchers can develop more accurate liveness detection algorithms, which is crucial for achieving **the iBeta Level 2 certification**, a benchmark for robust and reliable biometric systems that prevent fraud.
+# 🌐 [UniData](https://unidata.pro/datasets/face-anti-spoofing/?utm_source=huggingface&utm_medium=referral&utm_campaign=face-anti-spoofing) 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