Learning Face Representation from Scratch
arXiv:1411.7923
Abstract
Pushing by big data and deep convolutional neural network (CNN), the performance of face recognition is becoming comparable to human. Using private large scale training datasets, several groups achieve very high performance on LFW, i.e., 97% to 99%. While there are many open source implementations of CNN, none of large scale face dataset is publicly available. The current situation in the field of face recognition is that data is more important than algorithm. To solve this problem, this paper proposes a semi-automatical way to collect face images from Internet and builds a large scale dataset containing about 10,000 subjects and 500,000 images, called CASIAWebFace. Based on the database, we use a 11-layer CNN to learn discriminative representation and obtain state-of-theart accuracy on LFW and YTF. The publication of CASIAWebFace will attract more research groups entering this field and accelerate the development of face recognition in the wild.
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Cited by in corpus (317)
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- Metric Classification Network in Actual Face Recognition Scene
- A 3D GAN for Improved Large-pose Facial Recognition
- Imponderous Net for Facial Expression Recognition in the Wild
- An Efficient Training Approach for Very Large Scale Face Recognition
- Physical Attribute Prediction Using Deep Residual Neural Networks
- Landmark Detection in Low Resolution Faces with Semi-Supervised Learning
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- A Fast and Accurate System for Face Detection, Identification, and Verification
- Boosting Transferability of Targeted Adversarial Examples via Hierarchical Generative Networks
- Edema Estimation From Facial Images Taken Before and After Dialysis via Contrastive Multi-Patient Pre-Training
- FairCal: Fairness Calibration for Face Verification
- A simple and effective postprocessing method for image classification
- On the Intrinsic Dimensionality of Image Representations
- CASIA-Face-Africa: A Large-scale African Face Image Database
- Learning Symmetry Consistent Deep CNNs for Face Completion
- IPFed: Identity protected federated learning for user authentication
- Visual Privacy Protection via Mapping Distortion
- DotFAN: A Domain-transferred Face Augmentation Network for Pose and Illumination Invariant Face Recognition
- Learning to Aggregate and Personalize 3D Face from In-the-Wild Photo Collection
- More Information Supervised Probabilistic Deep Face Embedding Learning
- Dynamic Class Queue for Large Scale Face Recognition In the Wild
- Fully Associative Patch-based 1-to-N Matcher for Face Recognition
- Inter-class Discrepancy Alignment for Face Recognition
- When 3D-Aided 2D Face Recognition Meets Deep Learning: An extended UR2D for Pose-Invariant Face Recognition
- Generating 2D and 3D Master Faces for Dictionary Attacks with a Network-Assisted Latent Space Evolution
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- DAIL: Dataset-Aware and Invariant Learning for Face Recognition
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- Fast Landmark Localization with 3D Component Reconstruction and CNN for Cross-Pose Recognition
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- MLFW: A Database for Face Recognition on Masked Faces
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