Strengths and Weaknesses of Deep Learning Models for Face Recognition Against Image Degradations

4 October 2017

Papers citing "Strengths and Weaknesses of Deep Learning Models for Face Recognition Against Image Degradations"

33 / 33 papers shown

Title
SelfMAD: Enhancing Generalization and Robustness in Morphing Attack Detection via Self-Supervised Learning Marija Ivanovska Leon Todorov Naser Damer Deepak Kumar Jain Peter Peer Vitomir Štruc AAML 121 0 0 07 Apr 2025
Analyzing the Effect of Combined Degradations on Face Recognition Erdi Sarıtaş H. K. Ekenel 77 1 0 04 Jun 2024
What's color got to do with it? Face recognition in grayscale Aman Bhatta Domingo Mery Haiyu Wu Joyce Annan Micheal C. King Kevin W. Bowyer CVBM 79 4 0 11 Sep 2023
Face Morphing Attack Detection with Denoising Diffusion Probabilistic Models Marija Ivanovska Vitomir Štruc DiffM 56 11 0 27 Jun 2023
DifFIQA: Face Image Quality Assessment Using Denoising Diffusion Probabilistic Models Žiga Babnik Peter Peer Vitomir Štruc DiffM 91 15 0 09 May 2023
Assessment Framework for Deepfake Detection in Real-world Situations Yuhang Lu Touradj Ebrahimi CVBM 74 20 0 12 Apr 2023
Cross-resolution Face Recognition via Identity-Preserving Network and Knowledge Distillation Yuhang Lu Touradj Ebrahimi CVBM 54 3 0 15 Mar 2023
FaceQAN: Face Image Quality Assessment Through Adversarial Noise Exploration Žiga Babnik Peter Peer Vitomir Štruc CVBM AAML 69 19 0 05 Dec 2022
Assessing Bias in Face Image Quality Assessment Žiga Babnik Vitomir Štruc CVBM 58 12 0 28 Nov 2022
Towards Semantic Communications: Deep Learning-Based Image Semantic Coding Danlan Huang Fei Gao Xiaoming Tao Qiyuan Du Jianhua Lu 79 167 0 08 Aug 2022
Face Morphing Attack Detection Using Privacy-Aware Training Data Marija Ivanovska Andrej Kronovsek Peter Peer Vitomir Štruc Borut Batagelj PICV 67 8 0 02 Jul 2022
Face Recognition Accuracy Across Demographics: Shining a Light Into the Problem Haiyu Wu Vítor Albiero K. Krishnapriya Michael C. King Kevin W. Bowyer CVBM 84 34 0 04 Jun 2022
Performance Evaluation of Action Recognition Models on Low Quality Videos Aoi Otani Ryota Hashiguchi Kazuki Omi Norishige Fukushima Toru Tamaki 25 6 0 19 Apr 2022
Fair SA: Sensitivity Analysis for Fairness in Face Recognition Aparna R. Joshi Xavier Suau N. Sivakumar Luca Zappella N. Apostoloff CVBM 111 12 0 08 Feb 2022
On Recognizing Occluded Faces in the Wild M. Erakin Ugur Demir H. K. Ekenel CVBM 92 20 0 08 Sep 2021
Incremental cluster validity index-guided online learning for performance and robustness to presentation order Leonardo Enzo Brito da Silva Nagasharath Rayapati D. Wunsch CLL 63 8 0 17 Aug 2021
Unravelling the Effect of Image Distortions for Biased Prediction of Pre-trained Face Recognition Models P. Majumdar S. Mittal Richa Singh Mayank Vatsa CVBM 118 19 0 14 Aug 2021
Facial Expressions as a Vulnerability in Face Recognition Alejandro Peña Ignacio Serna Aythami Morales Julian Fierrez Àgata Lapedriza CVBM 81 19 0 17 Nov 2020
Are Adaptive Face Recognition Systems still Necessary? Experiments on the APE Dataset G. Orrú Marco Micheletto Julian Fierrez G. L. Marcialis CVBM 18 1 0 08 Oct 2020
LEGAN: Disentangled Manipulation of Directional Lighting and Facial Expressions by Leveraging Human Perceptual Judgements Sandipan Banerjee Ajjen Joshi Prashant Mahajan Sneha Bhattacharya Survi Kyal Taniya Mishra CVBM DRL 46 3 0 04 Oct 2020
Modeling Score Distributions and Continuous Covariates: A Bayesian Approach Mel McCurrie Hamish Nicholson Walter J. Scheirer Samuel E. Anthony 24 1 0 21 Sep 2020
Automatic extraction of road intersection points from USGS historical map series using deep convolutional neural networks Mahmoud Saeedimoghaddam T. Stepinski HAI 31 60 0 14 Jul 2020
QRMODA and BRMODA: Novel Models for Face Recognition Accuracy in Computer Vision Systems with Adapted Video Streams Hayder R. Hamandi Nabil J. Sarhan CVBM 14 2 0 24 Jul 2019
Evaluation of Distance Measures for Feature based Image Registration using AlexNet K. Kavitha B. Rao 29 35 0 20 Jul 2019
Recovery of Superquadrics from Range Images using Deep Learning: A Preliminary Study T. Oblak Klemen Grm A. Jaklič Peter Peer Vitomir Štruc F. Solina 116 5 0 13 Apr 2019
Understanding Unconventional Preprocessors in Deep Convolutional Neural Networks for Face Identification Chollette C. Olisah Lyndon N. Smith CVBM 26 8 0 27 Mar 2019
Face Recognition: A Novel Multi-Level Taxonomy based Survey Alireza Sepas-Moghaddam F. Pereira P. Correia CVBM 73 45 0 03 Jan 2019
Face Hallucination Revisited: An Exploratory Study on Dataset Bias Klemen Grm Martin Pernuš Leo Cluzel Walter J. Scheirer Simon Dobrišek Vitomir Štruc CVBM 114 11 0 21 Dec 2018
An Experimental Evaluation of Covariates Effects on Unconstrained Face Verification Boyu Lu Jun-Cheng Chen Carlos D. Castillo Rama Chellappa CVBM 61 72 0 16 Aug 2018
Cross-Domain Deep Face Matching for Real Banking Security Systems Johnatan S. Oliveira G. Souza Anderson de Rezende Rocha Flavio E. de Deus A. Marana CVBM 21 13 0 20 Jun 2018
Face hallucination using cascaded super-resolution and identity priors Klemen Grm Simon Dobrišek Walter J. Scheirer Vitomir Štruc SupR 88 94 0 28 May 2018
A Double-Deep Spatio-Angular Learning Framework for Light Field based Face Recognition Alireza Sepas-Moghaddam M. A. Haque P. Correia Kamal Nasrollahi T. Moeslund F. Pereira CVBM 60 37 0 25 May 2018
Visual Psychophysics for Making Face Recognition Algorithms More Explainable Brandon RichardWebster So Yon Kwon Christopher Clarizio Samuel E. Anthony Walter J. Scheirer CVBM 63 41 0 19 Mar 2018