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Pixel‐wise supervision for presentation attack detection on identity document cards

https://doi.org/10.1049/bme2.12088

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/11744047_33openalex-snapshot

Human Detection Using Oriented Histograms of Flow and Appearance

inferredcites →https://doi.org/10.1007/978-0-387-30164-8openalex-snapshot

Encyclopedia of Machine Learning

inferredcites →https://doi.org/10.1007/978-3-030-90439-5_23openalex-snapshot

PW-MAD: Pixel-Wise Supervision for Generalized Face Morphing Attack Detection

inferredcites →https://doi.org/10.1007/s11036-016-0721-9openalex-snapshot

An NFC Anti-Counterfeiting Framework for ID Verification and Image Protection

inferredcites →https://doi.org/10.1007/s11263-019-01162-8openalex-snapshot

Large-Scale Bisample Learning on ID Versus Spot Face Recognition

inferredcites →https://doi.org/10.1016/j.patcog.2021.108398openalex-snapshot

Real masks and spoof faces: On the masked face presentation attack detection

inferredcites →https://doi.org/10.1049/iet-bmt.2013.0020openalex-snapshot

Presentation attack detection methods for fingerprint recognition systems: a survey

inferredcites →https://doi.org/10.1109/access.2014.2381273openalex-snapshot

Biometric Antispoofing Methods: A Survey in Face Recognition

inferredcites →https://doi.org/10.1109/btas.2018.8698596openalex-snapshot

DocFace: Matching ID Document Photos to Selfies

inferredcites →https://doi.org/10.1109/ccwc.2018.8301729openalex-snapshot

Compressed residual-VGG16 CNN model for big data places image recognition

inferredcites →https://doi.org/10.1109/chinasip.2013.6625374openalex-snapshot

CASIA Image Tampering Detection Evaluation Database

inferredcites →https://doi.org/10.1109/cvpr.2005.177openalex-snapshot

Histograms of Oriented Gradients for Human Detection

inferredcites →https://doi.org/10.1109/cvpr.2016.90openalex-snapshot

Deep Residual Learning for Image Recognition

inferredcites →https://doi.org/10.1109/cvpr.2017.243openalex-snapshot

Densely Connected Convolutional Networks

inferredcites →https://doi.org/10.1109/cvpr.2018.00116openalex-snapshot

Learning Rich Features for Image Manipulation Detection

inferredcites →https://doi.org/10.1109/cvpr.2018.00474openalex-snapshot

MobileNetV2: Inverted Residuals and Linear Bottlenecks

inferredcites →https://doi.org/10.1109/cvprw50498.2020.00020openalex-snapshot

Score-CAM: Score-Weighted Visual Explanations for Convolutional Neural Networks

inferredcites →https://doi.org/10.1109/fg52635.2021.9667051openalex-snapshot

Partial Attack Supervision and Regional Weighted Inference for Masked Face Presentation Attack Detection

inferredcites →https://doi.org/10.1109/icb45273.2019.8987370openalex-snapshot

Deep Pixel-wise Binary Supervision for Face Presentation Attack Detection

inferredcites →https://doi.org/10.1109/iccv.2017.74openalex-snapshot

Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization

inferredcites →https://doi.org/10.1109/icip.2016.7532339openalex-snapshot

COVERAGE — A novel database for copy-move forgery detection

inferredcites →https://doi.org/10.1109/ijcb52358.2021.9484343openalex-snapshot

Iris Presentation Attack Detection by Attention-based and Deep Pixel-wise Binary Supervision Network

inferredcites →https://doi.org/10.1109/lnla.2009.5278397openalex-snapshot

Methods for local phase quantization in blur-insensitive image analysis

inferredcites →https://doi.org/10.1109/tbiom.2019.2897807openalex-snapshot

DocFace+: ID Document to Selfie Matching

inferredcites →https://doi.org/10.1109/tbiom.2020.3024263openalex-snapshot

Hybrid Two-Stage Architecture for Tampering Detection of Chipless ID Cards

inferredcites →https://doi.org/10.1109/tifs.2011.2109951openalex-snapshot

Restoring Degraded Face Images: A Case Study in Matching Faxed, Printed, and Scanned Photos

inferredcites →https://doi.org/10.1109/tip.2010.2044957openalex-snapshot

A Completed Modeling of Local Binary Pattern Operator for Texture Classification

inferredcites →https://doi.org/10.1109/tip.2015.2395951openalex-snapshot

Presentation Attack Detection for Face Recognition Using Light Field Camera

inferredcites →https://doi.org/10.1145/3038924openalex-snapshot

Presentation Attack Detection Methods for Face Recognition Systems

inferredcites →https://doi.org/10.1145/3232849openalex-snapshot

Presentation Attack Detection for Iris Recognition

inferredcites →https://doi.org/10.1201/9781003003489-10openalex-snapshot

Fraud Attack Detection in Remote Verification Systems for Non-enrolled Users

inferredcites →https://doi.org/10.13140/rg.2.2.11773.79849openalex-snapshot

Face Morphing Attack Generation & Detection: A Comprehensive Survey

inferredcites →https://doi.org/10.5244/c.30.112openalex-snapshot

Practical View on Face Presentation Attack Detection

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-3-031-62277-9_35openalex-snapshot

Determining the Segmentation Type Impact on an ID Card Fraud Detection System

inferred← citeshttps://doi.org/10.1007/978-981-96-8126-6_24openalex-snapshot

Exploring ID Card Recognition Systems for Enhanced Security Protocols

inferred← citeshttps://doi.org/10.1007/s12652-026-05126-yopenalex-snapshot

AI-based structural and motif rule extraction for Weifang kite analysis and digital preservation

inferred← citeshttps://doi.org/10.1016/j.inffus.2025.103969openalex-snapshot

Privacy-aware detection of fake identity documents: methodology, benchmark, and improved algorithms (FakeIDet2)

inferred← citeshttps://doi.org/10.1016/j.patcog.2025.111352openalex-snapshot

Forged presentation attack detection for ID cards on remote verification systems

inferred← citeshttps://doi.org/10.1109/access.2024.3397190openalex-snapshot

Open-Set: ID Card Presentation Attack Detection Using Neural Style Transfer

inferred← citeshttps://doi.org/10.1109/apsipaasc63619.2025.10848747openalex-snapshot

A Document Presentation Attack Detection Scheme with Optical Flow under a Flashlight

inferred← citeshttps://doi.org/10.1109/asiancon62057.2024.10838197openalex-snapshot

Predictive Analytics in Digital ID Verification for Fraud Prevention

inferred← citeshttps://doi.org/10.1109/bigdata62323.2024.10825017openalex-snapshot

IDNet: A Novel Identity Document Dataset via Few-Shot and Quality-Driven Synthetic Data Generation

inferred← citeshttps://doi.org/10.1109/biosig65492.2025.11358198openalex-snapshot

Online Augmentation for Presentation Attack Detection on ID Cards

inferred← citeshttps://doi.org/10.1109/ijcb62174.2024.10744475openalex-snapshot

First Competition on Presentation Attack Detection on ID Card

inferred← citeshttps://doi.org/10.1109/ijcb62174.2024.10744501openalex-snapshot

Few-Shot Learning: Expanding ID Cards Presentation Attack Detection to Unknown ID Countries

inferred← citeshttps://doi.org/10.1109/ijcb65343.2025.11411481openalex-snapshot

FakeIDet: Exploring Patches for Privacy-Preserving Fake ID Detection

inferred← citeshttps://doi.org/10.1109/iwbf68042.2026.11558176openalex-snapshot

Impact of Face Swapping Attacks on Id Card Presentation Attack Detection

inferred← citeshttps://doi.org/10.1109/ojsp.2026.3729152openalex-snapshot

Display-Recaptured Document Image Detection Under Texture Interference

inferred← citeshttps://doi.org/10.1109/tdsc.2025.3566310openalex-snapshot

Moiré Spectral Augmentation and Masked Frequency Modeling for Document Presentation Attack Detection

inferred← citeshttps://doi.org/10.1109/tifs.2023.3255585openalex-snapshot

Synthetic ID Card Image Generation for Improving Presentation Attack Detection

inferred← citeshttps://doi.org/10.1109/wifs66636.2025.00025openalex-snapshot

Disentangling Moiré and Texture: Towards Robust Display-Recapture Detection for Document Images

inferred← citeshttps://doi.org/10.1145/3583780.3615122openalex-snapshot

KID34K: A Dataset for Online Identity Card Fraud Detection

inferred← citeshttps://doi.org/10.18287/2412-6179-co-1237openalex-snapshot

Screen recapture detection based on color-texture analysis of document boundary regions

inferred← citeshttps://doi.org/10.23919/eusipco63237.2025.11226539openalex-snapshot

Detecting Presentation Attacks on ID Cards Using Feature Refinement

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