diff --git a/README.md b/README.md index 58bafbfe65b945f58ea22a14cb9b16c9b390d7c5..2f98a2e45786432b109da21a6395346909f8c83d 100644 --- a/README.md +++ b/README.md @@ -9,9 +9,11 @@ tags: - code --- # Anti-Spoofing dataset: live -The dataset consists of 40,000 videos and selfies with unique people. 15,000 attack replays from 4,000 unique devices. + +The dataset consists of 40,000 videos and selfies with unique people. 15,000 attack replays from 4,000 unique devices. # File with the extension .csv + includes the following information for each media file: - **phone**: the device used to capture the media files, @@ -25,13 +27,14 @@ includes the following information for each media file: - **video_file_type**: the type of the video # Folder "img" with media files + - containg all the photos and videos - which correspond to the data in the .csv file **How it works**: *go to the first folder and you will make sure that it contains media files taken by a person whose parameters are specified in the first line of the .csv file.* -In order to get access to more than 80,000 media files from 4,000 people or to learn more about our data, please contact our sales team by submitting a request on our website https://trainingdata.pro/data-market?utm_source=huggingface or emaling us at sales@trainingdata.pro +In order to get access to more than 80,000 media files from 4,000 people or to learn more about our data, please contact our sales team by submitting a request on our website or emaling us at -More datasets in TrainingData's Kaggle account: **https://www.kaggle.com/trainingdatapro/datasets** +More datasets in TrainingData's Kaggle account: **** -TrainingData's GitHub: **https://github.com/trainingdata-pro** \ No newline at end of file +TrainingData's GitHub: **** diff --git a/anti-spoofing_Live.py b/anti-spoofing_Live.py new file mode 100644 index 0000000000000000000000000000000000000000..e10360fd592f752c9ee69323e0c5c268a3b8d262 --- /dev/null +++ b/anti-spoofing_Live.py @@ -0,0 +1,91 @@ +import io + +import datasets +import pandas as pd + +_CITATION = """\ +@InProceedings{huggingface:dataset, +title = {anti-spoofing_Live}, +author = {TrainingDataPro}, +year = {2023} +} +""" + +_DESCRIPTION = """\ +The dataset consists of 40,000 videos and selfies with unique people. +15,000 attack replays from 4,000 unique devices. +""" +_NAME = 'anti-spoofing_Live' + +_HOMEPAGE = f"https://huggingface.co/datasets/TrainingDataPro/{_NAME}" + +_LICENSE = "" + +_DATA = f"https://huggingface.co/datasets/TrainingDataPro/{_NAME}/resolve/main/data/" + + +class PortraitAnd26Photos(datasets.GeneratorBasedBuilder): + + def _info(self): + return datasets.DatasetInfo( + description=_DESCRIPTION, + features=datasets.Features({ + 'phone': datasets.Value('string'), + 'selfie': datasets.Image(), + 'video': datasets.Value('string'), + 'worker_id': datasets.Value('string'), + 'age': datasets.Value('int8'), + 'country': datasets.Value('string'), + 'gender': datasets.Value('string') + }), + supervised_keys=None, + homepage=_HOMEPAGE, + citation=_CITATION, + ) + + def _split_generators(self, dl_manager): + data = dl_manager.download(f"{_DATA}data.tar.gz") + annotations = dl_manager.download(f"{_DATA}{_NAME}.csv") + data = dl_manager.iter_archive(data) + return [ + datasets.SplitGenerator(name=datasets.Split.TRAIN, + gen_kwargs={ + "data": data, + 'annotations': annotations + }), + ] + + def _generate_examples(self, data, annotations): + annotations_df = pd.read_csv(annotations, sep=',') + for idx, (image_path, image) in enumerate(data): + if image_path.endswith('.jpg'): + yield idx, { + 'phone': + annotations_df.loc[ + annotations_df['selfie_link'] == image_path] + ['phone'].values[0], + 'selfie': { + 'path': image_path, + 'bytes': image.read() + }, + 'video': + annotations_df.loc[ + annotations_df['selfie_link'] == image_path] + ['video_link'].values[0], + 'worker_id': + annotations_df.loc[ + annotations_df['selfie_link'] == image_path] + ['worker_id'].values[0], + 'age': + annotations_df.loc[ + annotations_df['selfie_link'] == image_path] + ['age'].values[0], + 'country': + annotations_df.loc[ + annotations_df['selfie_link'] == image_path] + ['country'].values[0], + 'gender': + annotations_df.loc[ + annotations_df['selfie_link'] == image_path] + ['gender'].values[0], + } diff --git a/live_30.csv b/data/anti-spoofing_Live.csv similarity index 86% rename from live_30.csv rename to data/anti-spoofing_Live.csv index b040d2cb1adb97f0827e211d62f56cc9943fb71d..4e6e459d20a9e71a5e415d2db759ea60ac9e242d 100644 --- a/live_30.csv +++ b/data/anti-spoofing_Live.csv @@ -1,9 +1,9 @@ phone;selfie_link;video_link;worker_id;age;country;gender;selfie_file_type;video_file_type -Iphone11 ;0001e96803--6238f1fa0478c01e4272b19c/live_selfie.jpg;0001e96803--6238f1fa0478c01e4272b19c/live_video.MOV;1692c0cc5e15f4d0b4eedd278b76fae6;22;IN;MALE;jpg;MOV -Motorola e5 ;0001e96803--621ea6adb419e86592d408c5/live_selfie.jpg;0001e96803--621ea6adb419e86592d408c5/live_video.mp4;2770f7f62b3bc8ce2f43401d7ee8b673;43;BR;FEMALE;jpg;mp4 +Iphone11;0001e96803--6238f1fa0478c01e4272b19c/live_selfie.jpg;0001e96803--6238f1fa0478c01e4272b19c/live_video.MOV;1692c0cc5e15f4d0b4eedd278b76fae6;22;IN;MALE;jpg;MOV +Motorola e5;0001e96803--621ea6adb419e86592d408c5/live_selfie.jpg;0001e96803--621ea6adb419e86592d408c5/live_video.mp4;2770f7f62b3bc8ce2f43401d7ee8b673;43;BR;FEMALE;jpg;mp4 Xiaomi note 10s;0001e96803--62294efac72a824e5bb369f3/live_selfie.jpg;0001e96803--62294efac72a824e5bb369f3/live_video.mp4;4d493939d821bf3ae2eafd8b41389354;26;PH;FEMALE;jpg;mp4 iPhone 6;0001e96803--621ea6b1e2c5d221d5131267/live_selfie.jpg;0001e96803--621ea6b1e2c5d221d5131267/live_video.MOV;d549a76a2deee40ae5a0ae285c0a0062;25;TR;MALE;jpg;MOV -iPhone ;0001e96803--62421a6b74c10315675b9eb3/live_selfie.jpg;0001e96803--62421a6b74c10315675b9eb3/live_video.MOV;24b759a13087ac0ffabad77b7e6e29d6;27;BR;FEMALE;jpg;MOV +iPhone;0001e96803--62421a6b74c10315675b9eb3/live_selfie.jpg;0001e96803--62421a6b74c10315675b9eb3/live_video.MOV;24b759a13087ac0ffabad77b7e6e29d6;27;BR;FEMALE;jpg;MOV Infinix smart HD;0001e96803--621ea6ba1185323cad2532b0/live_selfie.jpg;0001e96803--621ea6ba1185323cad2532b0/live_video.mp4;4baa6c174404f49e04dd832675dd8cb0;27;KE;FEMALE;jpg;mp4 Android;0001e96803--624c537a6c319c28fbd30808/live_selfie.jpg;0001e96803--624c537a6c319c28fbd30808/live_video.mp4;db02b6db0f45ae5d94ccb5c3e76d2057;26;BR;FEMALE;jpg;mp4 iPhone 11;0001e96803--621ea6c1b99da7739f2be705/live_selfie.jpg;0001e96803--621ea6c1b99da7739f2be705/live_video.MOV;f4d768d2381d90bf11a4651e9f19bd1f;27;RU;MALE;jpg;MOV @@ -26,6 +26,6 @@ Samsung A30s;0001e96803--621f75c97610eb59dffc7030/live_selfie.jpg;0001e96803--62 Hisense F27;0001e96803--6221e1a899d6fe4e24ba05ec/live_selfie.jpg;0001e96803--6221e1a899d6fe4e24ba05ec/live_video.3gp;f9cb91a299a9243a3bbb709a3d09ef6d;33;ZA;FEMALE;jpg;3gp Redmi note 10 pro;0001e96803--621f762b779c5d6618c34920/live_selfie.jpg;0001e96803--621f762b779c5d6618c34920/live_video.mp4;7a5e08bbffdfa8c796f61309fb57fc73;31;TR;MALE;jpg;mp4 Oppo;0001e96803--622e5d6b21965b1ff1380c0e/live_selfie.jpg;0001e96803--622e5d6b21965b1ff1380c0e/live_video.mp4;98916f030157fb4c7ba078bbf6e32c49;37;TR;MALE;jpg;mp4 -Xiaomi Redmi Note 8 ;0001e96803--621f7640ae84134bae50c875/live_selfie.jpg;0001e96803--621f7640ae84134bae50c875/live_video.mp4;356f65da912e3e4cd6a60dd2624581ab;22;CO;FEMALE;jpg;mp4 +Xiaomi Redmi Note 8;0001e96803--621f7640ae84134bae50c875/live_selfie.jpg;0001e96803--621f7640ae84134bae50c875/live_video.mp4;356f65da912e3e4cd6a60dd2624581ab;22;CO;FEMALE;jpg;mp4 Vivo 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