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paper_notes

Paper notes for face related analysis using deep learning. The more stars, the more recommended.

To be read

• HyperFace: A Deep Multi-task Learning Framework for Face Detection, Landmark Localization, Pose Estimation, and Gender Recognition
• Beyond Face Rotation: Global and Local Perception GAN for Photorealistic and Identity Preserving Frontal View Synthesis TensorFlow (face frontalization)

Face related analysis

Face embedding for face recognition

• FaceNet: A Unified Embedding for Face Recognition and Clustering *****
• Triplet Similarity Embedding For Face Verification ***
• SphereFace: Deep Hypersphere Embedding for Face Recognition *****
• Deep Face Recognition ****
• A Light CNN for Deep Face Representation with Noisy Labels
• Disguised Face Identification with Facial KeyPoints using Spatial Fusion Convolutional Network
• Learning Face Representation from Scratch
• NormFace L_2 Hypersphere Embedding for Face Verification
• MobileFaceNets: Efficient CNNs for Accurate Real-Time Face Verification on Mobile Devices

Face Detection and Alignment

• How far are we from solving 2d & 3d Face Alignment Problems
• joint face detection and alignment using using Multi-task Cascaded Convolutional Networks ****

Multi Task Face Learning

• An All-In-One Convolutional Neural Network for Face Analysis ****

Age Estimation

• Deep Convolutional Neural Network for Age Estimation based on VGG-Face Mode ****
• Apparent Age Estimation Using Ensemble of Deep Learning Models **
• Ordinal Regression with Multiple Output CNN for Age Estimation ***
• Mean-Variance Loss for Deep Age Estimation from A Face ****

Pose Estimation

• Fine-Grained Head Pose Estimation Without Keypoints

Evaluation Metrics

• Description of Metrics For the Evaluation of Biometric Performance

Neural Networks

General Tricks of neural network

• Instance Normalization: The Missing Ingredient for Fast Stylization ****

Generative Adversarial Networks

Face Completion

High Resolution Face Completion with Multiple Controllable A ributes via Fully End-to-End Progressive Generative Adversarial Networks

Face Pose Generation

Disentangled Representation Learning GAN for Pose-Invariant Face Recognition CR-GAN: Learning complete representations for multi-view generation

General GAN

• wasserstein gan
• improved training of wasserstein gans
• Improving the Improved Training of Wasserstein GANs: A Consistency Term and Its Dual Effect

Datasets

• LFW
• CelebA
• UMDFaces 367,888 face annotations for 8,277 subjects in the still parts, for video frames, over 3.7 million over 22, 000 videos of 3100 subjects. Provides bounding boxes and the estimated pose.
• VGG_Face2
• IMDB-Wiki Datasets with age information, about half million images.
• CASIA About 40K images
• AFLW Annotated Facial Landmarks in the Wild
• MegaFace
• APPA-REAL 7591 images with age annotated
• YTF
• CARC cross-age face recognition

Conferences & Transcations

• CVPR: Computer Vision and Pattern Recognition
• ICCV: International Conference on Computer Vision
• ECCV
• FG
• ICML
• BMVC: British Machine Vision Conference