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排序方式: 共有9180条查询结果,搜索用时 359 毫秒
41.
针对传统由粗糙到精准的人脸外形搜索方法,其每一次外形搜索需要在整个外形搜索空间进行,提出一种基于分类的外形搜索方法。该方法始于一个包含不同人脸形状的外形搜索空间,首先利用基于相关性的特征选择方法对随机森林分类器进行优化,利用训练的随机森林分类器将外形搜索空间分为若干个外形搜索子空间;然后根据输入样本和随机森林分类器确定与当前外形最接近的外形搜索子空间,并计算对应子空间的中心和对应样本的后验概率分布,方便后续阶段更好地进行外形搜索;最后采用级联回归进行人脸特征点定位。在300-W数据集上的实验结果表明,此方法不仅有效降低了外形搜索的时间,同时在无约束环境中具有良好的鲁棒性。 相似文献
42.
Face recognition in surveillance systems is important for security applications, especially in nighttime scenarios when the subject is far away from the camera. However, due to the face image quality degradation caused by large camera standoff and low illuminance, nighttime face recognition at large standoff is challenging. In this paper, we report a system that is capable of collecting face images at large standoff in both daytime and nighttime, and present an augmented heterogeneous face recognition (AHFR) approach for cross-distance (e.g., 150 m probe vs. 1 m gallery) and cross-spectral (near-infrared probe vs. visible light gallery) face matching. We recover high-quality face images from degraded probe images by proposing an image restoration method based on Locally Linear Embedding (LLE). The restored face images are matched to the gallery by using a heterogeneous face matcher. Experimental results show that the proposed AHFR approach significantly outperforms the state-of-the-art methods for cross-spectral and cross-distance face matching. 相似文献
43.
《Pattern recognition》2014,47(2):535-543
Robust face recognition (FR) is an active topic in computer vision and biometrics, while face occlusion is one of the most challenging problems for robust FR. Recently, the representation (or coding) based FR schemes with sparse coding coefficients and coding residual have demonstrated good robustness to face occlusion; however, the high complexity of l1-minimization makes them less useful in practical applications. In this paper we propose a novel coding residual map learning scheme for fast and robust FR based on the fact that occluded pixels usually have higher coding residuals when representing an occluded face image over the non-occluded training samples. A dictionary is learned to code the training samples, and the distribution of coding residuals is computed. Consequently, a residual map is learned to detect the occlusions by adaptive thresholding. Finally the face image is identified by masking the detected occlusion pixels from face representation. Experiments on benchmark databases show that the proposed scheme has much lower time complexity but comparable FR accuracy with other popular approaches. 相似文献
44.
《Pattern recognition》2014,47(2):556-567
For face recognition, image features are first extracted and then matched to those features in a gallery set. The amount of information and the effectiveness of the features used will determine the recognition performance. In this paper, we propose a novel face recognition approach using information about face images at higher and lower resolutions so as to enhance the information content of the features that are extracted and combined at different resolutions. As the features from different resolutions should closely correlate with each other, we employ the cascaded generalized canonical correlation analysis (GCCA) to fuse the information to form a single feature vector for face recognition. To improve the performance and efficiency, we also employ “Gabor-feature hallucination”, which predicts the high-resolution (HR) Gabor features from the Gabor features of a face image directly by local linear regression. We also extend the algorithm to low-resolution (LR) face recognition, in which the medium-resolution (MR) and HR Gabor features of a LR input image are estimated directly. The LR Gabor features and the predicted MR and HR Gabor features are then fused using GCCA for LR face recognition. Our algorithm can avoid having to perform the interpolation/super-resolution of face images and having to extract HR Gabor features. Experimental results show that the proposed methods have a superior recognition rate and are more efficient than traditional methods. 相似文献
45.
2903综采工作面是城郊煤矿二水平第一个单顺槽沿空掘巷综采工作面。项目针对该工作面初采、初放期间的矿压显现规律进行了数据采集、分析和总结。 相似文献
46.
三维人脸样本是人脸识别、人脸动画等领域进行模型训练、算法设计及性能比较的重要数据平台。为了提高三维人脸样本的配准效果和配准速度,提出一种基于曲面变形的三维人脸样本配准方法。该方法通过对标准化样本实施一系列的变形操作来建立原始样本与标准样本之间的对应关系。然后基于该对应关系对原始样本进行配准处理,在处理过程中使用统计方法对样本上的毛刺点和空洞进行修补。实验结果表明,使用该方法可以快速、有效地对不同格式的原始样本进行配准。 相似文献
47.
提出一种联合局部三值模式(LTP)和局部相位量化(LPQ)的人脸识别方法,该方法首先对预处理后的人脸分别采用LTP算子、LPQ算子提取各自的直方图,然后,通过特征选择将两者联合为LTP_LPQ直方图,最后通过最近邻分类器进行分类识别。在ORL和YALE标准人脸数据库上的实验表明,该方法能有效地提高人脸的识别率。 相似文献
48.
49.
ZHANG Yu-hua ZENG Xiao-ming 《计算机辅助绘图.设计与制造(英文版)》2014,(3):6-12
In this paper, we propose a face recognition approach-Structed Sparse Representation-based classification when the measurement of the test sample is less than the number training samples of each subject. When this condition is not satisfied, we exploit Nearest Subspaee approach to classify the test sample. In order to adapt all the eases, we combine the two approaches to an adaptive classification method-Adaptive approach. The adaptive approach yields greater recognition accuracy than the SRC approach and CRC_RLS approach with low ~ample rate on the Extend Yale B dataset. And it is more efficient than other two approaches. 相似文献
50.
稀疏表示分类中遮挡字典构造方法的改进 总被引:1,自引:0,他引:1
针对稀疏表示分类算法中遮挡字典维数高且无冗余的问题,提出一种遮挡字典构造方法.首先通过图像分块得到各级的遮挡基图像;然后将所有互不相同的遮挡基图像按字典顺序转化为向量,并用这些向量作为遮挡字典的列,从而构造出维数相对较低且具有一定冗余度的遮挡字典.实验结果表明,该方法不仅明显提高了稀疏表示分类算法对遮挡人脸的识别率,而且还能通过减少图像的分块级数降低稀疏分解的耗时量,提高运算效率. 相似文献