Publications

2021

Explaining Face Presentation Attack Detection Using Natural Language

Mirzaalian, Hengameh; Hussein, Mohamed E; Spinoulas, Leonidas; May, Jonathan; Abd-Almageed, Wael

Explaining Face Presentation Attack Detection Using Natural Language Conference

Proceedings of the 16th IEEE International Conference on Automatic Face and Gesture Recognition (FG), 2021.

Abstract | Links | BibTeX

Information-Theoretic Bias Assessment Of Learned Representations Of Pretrained Face Recognition

Li, Jiazhi; Abd-Almageed, Wael

Information-Theoretic Bias Assessment Of Learned Representations Of Pretrained Face Recognition Conference

Proceedings of the 16th IEEE International Conference on Automatic Face and Gesture Recognition (FG), 2021.

Abstract | Links | BibTeX

Introducing the DOME Activation Functions

Hussein, Mohamed E; AbdAlmageed, Wael

Introducing the DOME Activation Functions Journal Article

In: arXiv preprint arXiv:2109.14798, 2021.

Links | BibTeX

Customizable Camera Verification for Media Forensic

Cao, Huaigu; AbdAlmageed, W.

Customizable Camera Verification for Media Forensic Conference

Proceedings of the 16th International Conference on Document Analysis and Recognition (ICDAR), Lecture Notes in Computer Science, vol. 12823, Springer, 2021.

Abstract | Links | BibTeX

Adversarial attack and defense strategies for deep speaker recognition systems

Jati, Arindam; Hsu, Chin-Cheng; Pal, Monisankha; Peri, Raghuveer; AbdAlmageed, Wael; Narayanan, Shrikanth

Adversarial attack and defense strategies for deep speaker recognition systems Journal Article

In: Computer Speech & Language, vol. 68, pp. 101199, 2021.

Abstract | Links | BibTeX

Adversarial defense for deep speaker recognition using hybrid adversarial training

Pal; Arindam Monisankha, Jati; Raghuveer

Adversarial defense for deep speaker recognition using hybrid adversarial training Conference

Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 6164-6168, 2021.

Abstract | Links | BibTeX

Multispectral Biometrics System Framework: Application to Presentation Attack Detection

Spinoulas, Leonidas; Hussein, Mohamed; Geissbuhler, David; Mathai, Joe; Almeida, Oswin G.; Clivaz, Guillaume; Marcel, Sébastien; AbdAlmageed, Wael

Multispectral Biometrics System Framework: Application to Presentation Attack Detection Journal Article

In: IEEE Sensors Journal (JSEN), vol. 21, no. 13, pp. 15022-15041, 2021.

Abstract | Links | BibTeX

PAL: Partner-Assisted Learning for Few-Shot Image Classification

J.Ma,; H.Xie,; G.Han,; SF.Chang,; A.Galstyan,; W.Abd-Almageed,

PAL: Partner-Assisted Learning for Few-Shot Image Classification Conference

Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), 2021.

Abstract | Links | BibTeX

Multi-Modal Fingerprint Presentation Attack Detection: Evaluation on A New Dataset

Spinoulas, Leonidas; Mirzaalian, Hengameh; Hussein, Mohamed; AbdAlmageed, Wael

Multi-Modal Fingerprint Presentation Attack Detection: Evaluation on A New Dataset Journal Article

In: IEEE Transactions on Biometrics, Behavior, and Identity Science (TBIOM), vol. 3, pp. 347-364, 2021, ISSN: 2637-6407.

Abstract | Links | BibTeX

Digital, Semantic and Physical Analysis of Media Integrity

Abd-Almageed, Wael; Nevatia, Ram; Verdoliva, Annalisa; Riess, Christian

Digital, Semantic and Physical Analysis of Media Integrity Technical Report

2021.

Abstract | Links | BibTeX

MUSCLE: Strengthening Semi-Supervised Learning Via Concurrent Unsupervised Learning Using Mutual Information Maximization

Xie, Hanchen; Hussein, Mohamed E; Galstyan, Aram; Abd-Almageed, Wael

MUSCLE: Strengthening Semi-Supervised Learning Via Concurrent Unsupervised Learning Using Mutual Information Maximization Conference

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2021.

Abstract | Links | BibTeX

Sign: Spatial-information incorporated generative network for generalized zero-shot semantic segmentation

Cheng, Jiaxin; Nandi, Soumyaroop; Natarajan, Prem; Abd-Almageed, Wael

Sign: Spatial-information incorporated generative network for generalized zero-shot semantic segmentation Conference

Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), 2021.

Abstract | Links | BibTeX

Detection and continual learning of novel face presentation attacks

Rostami, Mohammad; Spinoulas, Leonidas; Hussein, Mohamed; Mathai, Joe; Abd-Almageed, Wael

Detection and continual learning of novel face presentation attacks Conference

Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), 2021.

Abstract | Links | BibTeX

BioFors: A Large Biomedical Image Forensics Dataset

Sabir, Ekraam; Nandi, Soumyaroop; Abd-Almageed, Wael; Natarajan, Prem

BioFors: A Large Biomedical Image Forensics Dataset Conference

Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision (ICCV), 2021.

Abstract | Links | BibTeX

MEG: Multi-Evidence GNN for Multimodal Semantic Forensics

Sabir, Ekraam; Jaiswal, Ayush; AbdAlmageed, Wael; Natarajan, Prem

MEG: Multi-Evidence GNN for Multimodal Semantic Forensics Conference

Proceedings of the 25th International Conference on Pattern Recognition (ICPR), 2021.

Abstract | Links | BibTeX

MrGCN: Mirror Graph Convolution Network for Relation Extraction with Long-Term Dependencies

Hsu, I; Guo, Xiao; AbdAlmageed, Wael; Natarajan, Premkumar; Peng, Nanyun

MrGCN: Mirror Graph Convolution Network for Relation Extraction with Long-Term Dependencies Journal Article

In: arXiv preprint arXiv:2101.00124, 2021.

Abstract | Links | BibTeX

2020

Assessment of Facial Morphologic Features in Patients With Congenital Adrenal Hyperplasia Using Deep Learning

AbdAlmageed, Wael; Mirzaalian, Hengameh; Guo, Xiao; Randolph, Linda M; Tanawattanacharoen, Veeraya K; Geffner, Mitchell E; Ross, Heather M; Kim, Mimi S

Assessment of Facial Morphologic Features in Patients With Congenital Adrenal Hyperplasia Using Deep Learning Journal Article

In: JAMA network open, vol. 3, no. 11, pp. e2022199-e2022199, 2020.

Abstract | Links | BibTeX

Revealing True Identity: Detecting Makeup Attacks in Face-based Biometric Systems

Arab, Mohammad Amin; Moghadam, Puria Azadi; Hussein, Mohamed; Abd-Almageed, Wael; Hefeeda, Mohamed

Revealing True Identity: Detecting Makeup Attacks in Face-based Biometric Systems Conference

Proceedings of the 28th ACM International Conference on Multimedia (ACM MM) Seattle, WA USA, 2020.

Abstract | Links | BibTeX

Two-branch recurrent network for isolating deepfakes in videos

Masi, Iacopo; Killekar, Aditya; Mascarenhas, Royston Marian; Gurudatt, Shenoy Pratik; AbdAlmageed, Wael

Two-branch recurrent network for isolating deepfakes in videos Conference

Proceedings of the 16th European Conference on Computer Vision – ECCV. Lecture Notes in Computer Science, vol. 12352, Springer, 2020.

Abstract | Links | BibTeX

Towards Learning Structure via Consensus for Face Segmentation and Parsing

Masi, Iacopo; Mathai, Joe; AbdAlmageed, Wael

Towards Learning Structure via Consensus for Face Segmentation and Parsing Journal Article

In: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Seattle, 16 – 18 June 2020 IEEE Xplore, 2020.

Links | BibTeX

Cord19sts: Covid-19 semantic textual similarity dataset

Guo, Xiao; Mirzaalian, Hengameh; Sabir, Ekraam; Jaiswal, Ayush; Abd-Almageed, Wael

Cord19sts: Covid-19 semantic textual similarity dataset Journal Article

In: arXiv preprint arXiv:2007.02461, 2020.

Links | BibTeX

2019 Index IEEE Transactions on Pattern Analysis and Machine Intelligence Vol. 41

W AbdAlmageed D Abati, E Adeli

2019 Index IEEE Transactions on Pattern Analysis and Machine Intelligence Vol. 41 Journal Article

In: IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 42, 2020.

Links | BibTeX

Invariant representations through adversarial forgetting

Jaiswal, Ayush; Moyer, Daniel; Steeg, Greg Ver; AbdAlmageed, Wael; Natarajan, Premkumar

Invariant representations through adversarial forgetting Journal Article

In: Proceedings of the AAAI Conference on Artificial Intelligence, 2020.

Links | BibTeX

SAT-087 Identifying Distinct Facial Dysmorphology in Youth with Congenital Adrenal Hyperplasia Using Deep Learning Techniques

Guo, Xiao; Mirzaalian, Hengameh; Abd-Almageed, Wael; Randolph, Linda M; Tanawattanacharoen, Veeraya K; Geffner, Mitchell E; Ross, Heather M; Kim, Mimi S

SAT-087 Identifying Distinct Facial Dysmorphology in Youth with Congenital Adrenal Hyperplasia Using Deep Learning Techniques Journal Article

In: Journal of the Endocrine Society, 2020.

Links | BibTeX

Does Generative Face Completion Help Face Recognition

Mathai,; Masi, I.; AbdAlmageed, W.

Does Generative Face Completion Help Face Recognition Journal Article

In: Proceedings of 12th IAPR International Conference on Biometrics (ICB) Crete, Greece, 4-7 June 2019 IEEE Xplore, 2020.

Links | BibTeX

2019

Discovery and separation of features for invariant representation learning

Jaiswal, Ayush; Brekelmans, Rob; Moyer, Daniel; Steeg, Greg Ver; AbdAlmageed, Wael; Natarajan, Premkumar

Discovery and separation of features for invariant representation learning Journal Article

In: arXiv preprint arXiv:1912.00646, 2019.

Links | BibTeX

Unknown Presentation Attack Detection with Face RGB Images

Xiong, Fei; AbdAlmageed, Wael

Unknown Presentation Attack Detection with Face RGB Images Journal Article

In: Proceedings of 9th IEEE International Conference on Biometrics: Theory, Applications, and Systems (BTAS) Los Angeles, CA/USA, 22-26 October 2018 IEEE Xplore, 2019.

Links | BibTeX

 Anti-spoofing's state-of-the-art: deep learning meets super sensors

AbdAlmageed, Wael

Anti-spoofing's state-of-the-art: deep learning meets super sensors Journal Article

In: Biometric Technology Today, 2019.

Links | BibTeX

RoPAD: Robust Presentation Attack Detection through Unsupervised Adversarial Invariance

Jaiswal, A.; Xia, S.; Masi, I.; AbdAlmageed, W.

RoPAD: Robust Presentation Attack Detection through Unsupervised Adversarial Invariance Journal Article

In: Proceedings of 12th IAPR International Conference on Biometrics (ICB) Crete, Greece, 2019.

Links | BibTeX

On the Effectiveness of Laser Speckle Contrast Imaging and Deep Neural Networks for Detecting Known and Known Fingerprint Presentation Attacks

Mirzaalian, Hengameh; Hussein, Mohamed; Abd-Almageed, Wael

On the Effectiveness of Laser Speckle Contrast Imaging and Deep Neural Networks for Detecting Known and Known Fingerprint Presentation Attacks Journal Article

In: Proceedings of 12th IAPR International Conference on Biometrics (ICB) Crete, Greece, 4-7 June 2019 , 2019.

Links | BibTeX

Unified adversarial invariance

yush Jaiswal,; Wu, Yue; AbdAlmageed, Wael; Natarajan, Premkumar

Unified adversarial invariance Journal Article

In: arXiv preprint arXiv:1905.03629, 2019.

Links | BibTeX

Quantitative Laser Speckle Contrast Imaging for Presentation Attack Detection in Biometric Authentication Systems

Sun, C.; Jagannathan, A.; Habif, J. L.; Hussein, M.; Spinoulas, L.; Abd-Almageed, W.

Quantitative Laser Speckle Contrast Imaging for Presentation Attack Detection in Biometric Authentication Systems Journal Article

In: Proceedings of SPIE 11020, Smart Biomedical and Physiological Sensor Technology XV, 1102008 SPIE Digital Library , 2019.

Links | BibTeX

Fingerprint Presentation Attack Detection Using a Novel Multi-Spectral Capture Device and Patch-Based Convolutional Neural Networks

Hussein, Mohamed; Spinoulas, Leonidas; Xiong, Fei; AbdAlmageed, Wael

Fingerprint Presentation Attack Detection Using a Novel Multi-Spectral Capture Device and Patch-Based Convolutional Neural Networks Journal Article

In: Proceedings of IEEE International Workshop on Information Forensics and Security (WIFS), 2019.

Links | BibTeX

Layout-aware Subfigure Decomposition for Complex Figures in the Biomedical Literature

X., Shi; Wu, Y.; Cao, H.; Burns, G.

Layout-aware Subfigure Decomposition for Complex Figures in the Biomedical Literature Journal Article

In: International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2019, pp. 1343-1347, 2019.

BibTeX

ManTra-Net: Manipulation Tracking Network for Detection and Localization of Image Forgeries with Anomalous Features

Y., Wu; Abd-Almageed, W.; Natarajan, P.

ManTra-Net: Manipulation Tracking Network for Detection and Localization of Image Forgeries with Anomalous Features Journal Article

In: The IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019, pp. 9543-9552, 2019.

Links | BibTeX

Aird: Adversarial learning framework for image repurposing detection

Jaiswal, Ayush; Wu, Yue; AbdAlmageed, Wael; Masi, Iacopo; Natarajan, Premkumar

Aird: Adversarial learning framework for image repurposing detection Journal Article

In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2019.

Links | BibTeX

QATM: Quality-Aware Template Matching for Deep learning

J., Cheng; Wu, Y.; Abd-Almageed, W.; Natarajan, P.

QATM: Quality-Aware Template Matching for Deep learning Bachelor Thesis

2019.

Links | BibTeX

Recurrent convolutional strategies for face manipulation detection in videos

Sabir, Ekraam; Cheng, Jiaxin; Jaiswal, Ayush; AbdAlmageed, Wael; Masi, Iacopo; Natarajan, Prem

Recurrent convolutional strategies for face manipulation detection in videos Journal Article

In: Interfaces (GUI), vol. 3, 2019.

Links | BibTeX

2018

 Weighted Feature Pooling Network in Template-Based Recognition

Li, Zekun; Wu, Yue; Abd-Almageed, Wael; Natarajan, Prem

Weighted Feature Pooling Network in Template-Based Recognition Journal Article

In: Asian Conference on Computer Vision, 2018.

Links | BibTeX

Unsupervised Adversarial Invariance

A., Jaiswal; Wu, Y.; Natarajan, P.

Unsupervised Adversarial Invariance Journal Article

In: Proceedings of Advances in Neural Information Processing Systems (NIPS). ACM, 2018, pp. 5097-5107, 2018.

Links | BibTeX

Image-to-GPS Verification Through a Bottom-Up Pattern Matching Network

J., Cheng; Wu, Y.; Abd-Almageed, W.; Natarajan, P.

Image-to-GPS Verification Through a Bottom-Up Pattern Matching Network Journal Article

In: Asian Conference on Computer Vision, pp. 546-561. Springer, Cham, 2018, 2018.

BibTeX

Deep Multimodal Image-Repurposing Detection

E., Sabir; Wu, Y.; Abd-Almageed, W.; Natarajan, P.

Deep Multimodal Image-Repurposing Detection Journal Article

In: Proceedings of 26th ACM Multimedia Conference (ACMMM). ACM, 2018, pp. 1337-1345, 2018.

BibTeX

How To Efficiently Increase Resolution in Neural OCR Models.

Rawls, S.; Cao, H.; Mathai, J.; Natarajan,

How To Efficiently Increase Resolution in Neural OCR Models. Journal Article

In: 2018 2nd International Workshop on Arabic Script Analysis and Recognition (ASAR). 2018, 2018.

BibTeX

Bidirectional Conditional Generative Adversarial Networks

Jaiswal, A.; Abd-Almageed, W.; Wu, Y.; Natarajan, P

Bidirectional Conditional Generative Adversarial Networks Journal Article

In: Proceedings of Asian Conference on Computer Vision (ACCV), Springer, 2018, pp. 216-232, 2018.

BibTeX

Capsulegan: Generative adversarial capsule network

Jaiswal, Ayush; AbdAlmageed, Wael; Wu, Yue; Natarajan, Premkumar

Capsulegan: Generative adversarial capsule network Journal Article

In: Proceedings of the European conference on computer vision (ECCV) workshops, 2018.

Links | BibTeX

Learning Pose-Aware Models for Pose-Invariant Face Recognition in the Wild. 

Masi, I.; Chang, F.; Choi, J.; Harel, S.; Kim, J.; Kim, K.; Leksut, J.; Rawls, S.; Wu, Y.; Hassner, T.; AbdAlmageed, W.; Medioni, G.; Morency, L.; Natarajan, P.; Nevatia,

Learning Pose-Aware Models for Pose-Invariant Face Recognition in the Wild.  Journal Article

In: IEEE Trans. on Pattern Analysis and Machine Intelligence. January 2018, 2018.

Links | BibTeX

Image Copy-Move Forgery Detection via an End-to-End Deep Neural Network

Y., Wu; Abd-Almageed, W.; Natarajan, P.

Image Copy-Move Forgery Detection via an End-to-End Deep Neural Network Journal Article

In: IEEE Winter Conference on Applications of Computer Vision (WACV). 2018, pp. 1907–1915, 2018.

BibTeX

Busternet: Detecting copy-move image forgery with source/target localization

Wu, Yue; Abd-Almageed, Wael; Natarajan, Prem

Busternet: Detecting copy-move image forgery with source/target localization Journal Article

In: Proceedings of the European Conference on Computer Vision (ECCV), 2018.

Links | BibTeX

CapsuleGAN: Generative Adversarial Capsule Network

A., Jaiswal; Wu, Y.; Abd-Almageed, W.; Natarajan, P.

CapsuleGAN: Generative Adversarial Capsule Network Journal Article

In: Proceedings of European Conference on Computer Vision Workshop (ECCVW) on Brain-Driven Computer Vision (BDCV), Springer, 2018, pp. 526-535, 2018.

BibTeX

2017

Multimedia semantic integrity assessment using joint embedding of images and text

Jaiswal, Ayush; Sabir, Ekraam; AbdAlmageed, Wael; Natarajan, Premkumar

Multimedia semantic integrity assessment using joint embedding of images and text Journal Article

In: Proceedings of the 25th ACM international conference on Multimedia, 2017.

Links | BibTeX

Deep matching and validation network: An end-to-end solution to constrained image splicing localization and detection

Wu, Yue; Abd-Almageed, Wael; Natarajan, Prem

Deep matching and validation network: An end-to-end solution to constrained image splicing localization and detection Journal Article

In: Proceedings of the 25th ACM international conference on Multimedia, pp. 1480-1502, 2017.

Links | BibTeX

Combining deep learning and language modeling for segmentation-free OCR from raw pixels.

Rawls, S.; Cao, H.; Sabir, E.; Natarajan, P

Combining deep learning and language modeling for segmentation-free OCR from raw pixels. Journal Article

In: 2017 1st International Workshop on Arabic Script Analysis and Recognition (ASAR), pages 119–123, April 2017, 2017.

Links | BibTeX

EPAT: Euclidean Perturbation Analysis and Transform-An Agnostic Data Adaptation Framework for Improving Facial Landmark Detectors

Wu, Yue; AbdAlmageed, Wael; Rawls, Stephen; Natarajan, Premkumar

EPAT: Euclidean Perturbation Analysis and Transform-An Agnostic Data Adaptation Framework for Improving Facial Landmark Detectors Journal Article

In: 2017 12th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2017), 2017.

Links | BibTeX

Facial landmark detection with tweaked convolutional neural networks.

Wu, Y.; Hassner, T.; Kim, K.; Medioni, G.; Natarajan, P

Facial landmark detection with tweaked convolutional neural networks. Journal Article

In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 2017, 2017.

Links | BibTeX

Self-organized Text Detection with Minimal Post-processing via Border Learning. 

Wu, Y.; Natarajan, P

Self-organized Text Detection with Minimal Post-processing via Border Learning.  Journal Article

In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pages 5000–5009, 2017, 2017.

Links | BibTeX

Combining Convolutional Neural Networks and LSTMs for Segmentation-Free OCR.

Rawls, S.; Cao, H.; Kumar, S.; Natarajan, P

Combining Convolutional Neural Networks and LSTMs for Segmentation-Free OCR. Journal Article

In: IAPR International Conference on Document Analysis and Recognition (ICDAR),155–160. 2017, 2017.

Links | BibTeX

Deep Matching and Validation Network: An End-to-End Solution to Constrained Image Splicing Localization and Detection.

Wu, Y.; AbdAlmageed, W.; Natarajan, P

Deep Matching and Validation Network: An End-to-End Solution to Constrained Image Splicing Localization and Detection. Bachelor Thesis

2017.

Links | BibTeX

2016

Learning document image binarization from data

Wu, Yue; Natarajan, Premkumar; Rawls, Stephen; AbdAlmageed, Wael

Learning document image binarization from data Journal Article

In: 2016 IEEE International Conference on Image Processing (ICIP), 2016.

Links | BibTeX

Face recognition using deep multi-pose representations

Abd-Almageed, Wael; Wu, Y.; Rawls, S.; Harel, S.; Hassner, T.; Masi, I.; Choi, J.; Leksut, J.; Kim, J.; Natarajan, P.; Nevatia, R.; Medioni, G. G.

Face recognition using deep multi-pose representations Journal Article

In: Winter Conference on Applications of Computer Vision, 2016.

Links | BibTeX

2015

Feature selection using partial least squares regression and optimal experiment design

Nagaraja, Varun K; Abd-Almageed, Wael

Feature selection using partial least squares regression and optimal experiment design Journal Article

In: 2015 International Joint Conference on Neural Networks (IJCNN), 2015.

Links | BibTeX

Method for processing a large-scale data set, and associated apparatus

Hefeeda, Mohamed; Abd-Almageed, Wael; Gao, Fei

Method for processing a large-scale data set, and associated apparatus Journal Article

In: 2015.

Links | BibTeX

A graphical model approach for matching partial signatures

Du, Xianzhi; Doermann, David; Abd-Almageed, Wael

A graphical model approach for matching partial signatures Journal Article

In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 1465-1472, 2015.

Links | BibTeX