Deep Feature Representation and Similarity Matrix based Noise Label Refinement Method for Efficient Face Annotation
نویسندگان
چکیده
منابع مشابه
Search Based Face Annotation Using PCA and Unsupervised Label Refinement Algorithms
Face recognition/detection presents a challenging problem in the field of image analysis and computer applications, and it is becoming more popular day by day because of its applications in various fields. Face annotation provide ways for recognizing facial images. Face annotation process is part of face detection, face recognition. Now a day’s research interest is in mining weakly-labeled faci...
متن کاملEfficient and Effective Gabor Feature Representation for Face Detection
We here propose improved version of elastic graph matching (EGM) as a face detector, called the multi-scale EGM (MS-EGM). In this improvement, Gabor wavelet-based pyramid reduces computational complexity for the feature representation often used in the conventional EGM, but preserving a critical amount of information about an image. The MS-EGM gives us higher detection performance than Viola-Jo...
متن کاملEfficient Multi-Label Feature Selection Using Entropy-Based Label Selection
Abstract: Multi-label feature selection is designed to select a subset of features according to their importance to multiple labels. This task can be achieved by ranking the dependencies of features and selecting the features with the highest rankings. In a multi-label feature selection problem, the algorithm may be faced with a dataset containing a large number of labels. Because the computati...
متن کاملFeature Extraction and Representation for Face Recognition
Over the past two decades several attempts have been made to address the problem of face recognition and a voluminous literature has been produced. Current face recognition systems are able to perform very well in controlled environments e.g. frontal face recognition, where face images are acquired under frontal pose with strict constraints as defined in related face recognition standards. Howe...
متن کاملLearning Deep Face Representation
Face representation is a crucial step of face recognition systems. An optimal face representation should be discriminative, robust, compact, and very easyto-implement. While numerous hand-crafted and learning-based representations have been proposed, considerable room for improvement is still present. In this paper, we present a very easy-to-implement deep learning framework for face representa...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: International Journal of Interactive Multimedia and Artificial Intelligence
سال: 2021
ISSN: ['1989-1660']
DOI: https://doi.org/10.9781/ijimai.2021.05.001