Ensemble of handcrafted and deep features for urban sound classification
Sign Up to like & getrecommendations! Published in 2021 at "Applied Acoustics"
DOI: 10.1016/j.apacoust.2020.107819
Abstract: Abstract The urban sound classification has a strong relation with feature extraction. In this paper, we present a compact and effective representation capable of characterizing different urban sounds based on deep and handcrafted features combination.… read more here.
Keywords: sound classification; classification; ensemble handcrafted; urban sound ... See more keywords
A layered working condition perception integrating handcrafted with deep features for froth flotation
Sign Up to like & getrecommendations! Published in 2021 at "Minerals Engineering"
DOI: 10.1016/j.mineng.2021.107059
Abstract: Abstract To effectively recognise the working condition in froth flotation, many existing methods separately focus on handcrafted features or deep features. Considering that deep features complement handcrafted features with more detailed information, a layered working… read more here.
Keywords: condition; flotation; perception; deep features ... See more keywords
Ensemble classification combining ResNet and handcrafted features with three-steps training
Sign Up to like & getrecommendations! Published in 2022 at "Physiological Measurement"
DOI: 10.1088/1361-6579/ac8f12
Abstract: Objective. This work presents an ECG classifier for variable leads as a contribution to the Computing in Cardiology Challenge/CinC Challenge 2021. It aims to integrate deep and classic machine learning features into a single model,… read more here.
Keywords: handcrafted features; classification; resnet; ensemble classification ... See more keywords
Local Learning With Deep and Handcrafted Features for Facial Expression Recognition
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Access"
DOI: 10.1109/access.2019.2917266
Abstract: We present an approach that combines automatic features learned by convolutional neural networks (CNN) and handcrafted features computed by the bag-of-visual-words (BOVW) model in order to achieve the state-of-the-art results in facial expression recognition (FER).… read more here.
Keywords: handcrafted features; facial expression; expression recognition; local learning ... See more keywords
Breast Microcalcification Diagnosis Using Deep Convolutional Neural Network from Digital Mammograms
Sign Up to like & getrecommendations! Published in 2019 at "Computational and Mathematical Methods in Medicine"
DOI: 10.1155/2019/2717454
Abstract: Mammography is successfully used as an effective screening tool for cancer diagnosis. A calcification cluster on mammography is a primary sign of cancer. Early researches have proved the diagnostic value of the calcification, yet their… read more here.
Keywords: diagnosis; feature sets; calcification; deep features ... See more keywords
Blood Slide Image Analysis to Classify WBC Types for Prediction Haematology Based on a Hybrid Model of CNN and Handcrafted Features
Sign Up to like & getrecommendations! Published in 2023 at "Diagnostics"
DOI: 10.3390/diagnostics13111899
Abstract: White blood cells (WBCs) are one of the main components of blood produced by the bone marrow. WBCs are part of the immune system that protects the body from infectious diseases and an increase or… read more here.
Keywords: handcrafted features; classify wbc; wbc types; cnn ... See more keywords