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Face Verification
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Face Verification is a machine learning task in computer vision that involves determining whether two facial images belong to the same person or not. The task involves extracting features from the facial images, such as the shape and texture of the face, and then using these features to compare and verify the similarity between the images.
<span style="color:grey; opacity: 0.6">( Image credit: Pose-Robust Face Recognition via Deep Residual Equivariant Mapping )</span>
논문
이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.
Benchmarking Foundation Models for Zero-Shot Biometric Tasks
50 Years of Automated Face Recognition
Diffusion-based Adversarial Identity Manipulation for Facial Privacy Protection
A Rapid Test for Accuracy and Bias of Face Recognition Technology
Found in Translation: semantic approaches for enhancing AI interpretability in face verification
Sample Correlation for Fingerprinting Deep Face Recognition
ErasableMask: A Robust and Erasable Privacy Protection Scheme against Black-box Face Recognition Models
VariFace: Fair and Diverse Synthetic Dataset Generation for Face Recognition
Fairer Analysis and Demographically Balanced Face Generation for Fairer Face Verification
Cross-Spectral Attention for Unsupervised RGB-IR Face Verification and Person Re-identification
A Machine Learning-Based Secure Face Verification Scheme and Its Applications to Digital Surveillance
DAAL: Density-Aware Adaptive Line Margin Loss for Multi-Modal Deep Metric Learning
SymFace: Additional Facial Symmetry Loss for Deep Face Recognition
Exploring 3D Face Reconstruction and Fusion Methods for Face Verification: A Case-Study in Video Surveillance
Gallery-Aware Uncertainty Estimation For Open-Set Face Recognition
Makeup-Guided Facial Privacy Protection via Untrained Neural Network Priors
PetFace: A Large-Scale Dataset and Benchmark for Animal Identification
Towards A Comprehensive Visual Saliency Explanation Framework for AI-based Face Recognition Systems
LenslessFace: An End-to-End Optimized Lensless System for Privacy-Preserving Face Verification
What is a Goldilocks Face Verification Test Set?
V-MAD: Video-based Morphing Attack Detection in Operational Scenarios
Data Quality in Crowdsourcing and Spamming Behavior Detection
Explainable Face Verification via Feature-Guided Gradient Backpropagation
Utilizing GANs for Fraud Detection: Model Training with Synthetic Transaction Data
Bridging Human Concepts and Computer Vision for Explainable Face Verification
How Good is ChatGPT at Face Biometrics? A First Look into Recognition, Soft Biometrics, and Explainability
EFHQ: Multi-purpose ExtremePose-Face-HQ dataset
Unsupervised Deep Learning Image Verification Method
Inclusive normalization of face images to passport format
Deep Learning Based Face Recognition Method using Siamese Network
Autoencoder Based Face Verification System
Efficient Verification-Based Face Identification
Facial Beauty Analysis Using Distribution Prediction and CNN Ensembles
KFC: Kinship Verification with Fair Contrastive Loss and Multi-Task Learning
A Generative Framework for Self-Supervised Facial Representation Learning
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