Handcrafted vs. non-handcrafted features for computer vision classification

L Nanni, S Ghidoni, S Brahnam - Pattern recognition, 2017 - Elsevier
… The different handcrafted and non-handcrafted features were compared and combined in
this work, with their independence examined using the Q-statistic [28]. The proposed GP …

Breast tumor classification in ultrasound images using combined deep and handcrafted features

MI Daoud, S Abdel-Rahman, TM Bdair, MS Al-Najar… - Sensors, 2020 - mdpi.com
… with the handcrafted features that were introduced in previous studies. In fact, the handcrafted
features considered in the current study are the texture and morphological features. The …

Automatic classification with concatenation of deep and handcrafted features of histological images for breast carcinoma diagnosis

PK Sethy, SK Behera - Multimedia Tools and Applications, 2022 - Springer
… a classification model based on KNN with the combination of deep and handcrafted features
… The classification of four malignancy levels is examined by three classifiers with three sets …

Classification of medical images in the biomedical literature by jointly using deep and handcrafted visual features

J Zhang, Y Xia, Y Xie, M Fulham… - IEEE journal of …, 2017 - ieeexplore.ieee.org
… that handcrafted features complement the image representation learned by DCNNs on
small training datasets and improve accuracy in certain medical image classification problems. …

Automated diatom classification (Part A): handcrafted feature approaches

G Bueno, O Deniz, A Pedraza, J Ruiz-Santaquiteria… - Applied Sciences, 2017 - mdpi.com
… We believe that it is the diatomist who must consider if an automatic classification system
is acceptable, assuming a certain level of accuracy to classify different taxa. A reject option is …

Combining deep and handcrafted image features for MRI brain scan classification

AM Hasan, HA Jalab, F Meziane, H Kahtan… - IEEE …, 2019 - ieeexplore.ieee.org
… relevant features are combined with handcrafted features to improve the classification
An automatic classification method for brain tumor using CNN approach was proposed by [5]…

Incorporating handcrafted features into deep learning for point cloud classification

PH Hsu, ZY Zhuang - Remote Sensing, 2020 - mdpi.com
… However, the automatic classification of the point cloud is rendered challenging by some
of the data characteristics of the point cloud, such as the irregularity of point distributions, the …

Comparison of handcrafted features and deep learning in classification of medical x-ray images

MR Zare, DO Alebiosu, SL Lee - 2018 Fourth International …, 2018 - ieeexplore.ieee.org
… Therefore, more efficient and effective image classification techniques are required. Three
different techniques for automatic classification of medical X-ray images were compared. A …

[PDF][PDF] Cell classification using handcrafted features and bag of visual words

LC de Faria, LF Rodrigues, JF Mari - Anais do XIV Workshop de …, 2018 - researchgate.net
… [4] proposed a method based on integral geometry and classification with KNN to automatically
classify erythrocytes, using the same dataset considered in this paper. Rodrigues et al. […

Handcrafted deep-feature-based brain tumor detection and classification using mri images

P Mohan, S Veerappampalayam Easwaramoorthy… - Electronics, 2022 - mdpi.com
… Preprocessing, segmentation, feature extraction, and classification are all included in the …
handcrafted features with deep features was used to produce a meaningful collection of feature