AIMC Topic: Semantics

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Breast cancer histopathological images classification based on deep semantic features and gray level co-occurrence matrix.

PloS one May 5, 2022
Breast cancer is regarded as the leading killer of women today. The early diagnosis and treatment of breast cancer is the key to improving the survival rate of patients. A method of breast cancer histopathological images recognition based on deep sem...
Humans Neural Networks, Computer Female Breast Neoplasms Support Vector Machine Breast Semantics
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Translating medical image to radiological report: Adaptive multilevel multi-attention approach.

Computer methods and programs in biomedicine May 4, 2022
BACKGROUND AND OBJECTIVE: Medical imaging techniques are widely employed in disease diagnosis and treatment. A readily available medical report can be a useful tool in assisting an expert for investigating the patient's health. A radiologist can bene...
Humans Neural Networks, Computer Software Algorithms Radiography Semantics
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A catalogue with semantic annotations makes multilabel datasets FAIR.

Scientific reports May 4, 2022
Multilabel classification (MLC) is a machine learning task where the goal is to learn to label an example with multiple labels simultaneously. It receives increasing interest from the machine learning community, as evidenced by the increasing number ...
Machine Learning Publications Semantics
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Domain Adaptation Meets Zero-Shot Learning: An Annotation-Efficient Approach to Multi-Modality Medical Image Segmentation.

IEEE transactions on medical imaging May 2, 2022
Due to the lack of properly annotated medical data, exploring the generalization capability of the deep model is becoming a public concern. Zero-shot learning (ZSL) has emerged in recent years to equip the deep model with the ability to recognize uns...
Machine Learning Databases, Genetic Heart Semantics
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Painting Classification in Art Teaching under Machine Learning from the Perspective of Emotional Semantic Analysis.

Computational intelligence and neuroscience May 2, 2022
This paper aims to explore the Painting Classification in art teaching under Machine Learning. Based on Emotional Semantics and Machine Learning, the Emotional Semantics of the traditional image are expounded. Firstly, Emotional Semantics are applied...
Humans Machine Learning Support Vector Machine Bayes Theorem Semantics
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Deep parameter-free attention hashing for image retrieval.

Scientific reports Apr 30, 2022
Deep hashing method is widely applied in the field of image retrieval because of its advantages of low storage consumption and fast retrieval speed. There is a defect of insufficiency feature extraction when existing deep hashing method uses the conv...
Neural Networks, Computer Attention Semantics
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Emotion Analysis Model of Microblog Comment Text Based on CNN-BiLSTM.

Computational intelligence and neuroscience Apr 30, 2022
Aiming at the problems of over reliance on labor and low generalization of traditional emotion analysis methods based on dictionary and machine learning, an emotion analysis model of microblog comment text based on deep learning is proposed. Firstly,...
Neural Networks, Computer Machine Learning Emotions Semantics
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Using DeepLab v3 + -based semantic segmentation to evaluate platelet activation.

Medical & biological engineering & computing Apr 29, 2022
This research used DeepLab v3 + -based semantic segmentation to automatically evaluate the platelet activation process and count the number of platelets from scanning electron microscopy (SEM) images. Current activated platelet recognition and counti...
Neural Networks, Computer Image Processing, Computer-Assisted Semantics Platelet Activation
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A Performance Improvement Strategy for Concrete Damage Detection Using Stacking Ensemble Learning of Multiple Semantic Segmentation Networks.

Sensors (Basel, Switzerland) Apr 27, 2022
Semantic segmentation network-based methods can detect concrete damage at the pixel level. However, the performance of a single semantic segmentation network is often limited. To improve the concrete damage detection performance of a semantic segment...
Neural Networks, Computer Machine Learning Databases, Factual Image Processing, Computer-Assisted Semantics
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MR-FPN: Multi-Level Residual Feature Pyramid Text Detection Network Based on Self-Attention Environment.

Sensors (Basel, Switzerland) Apr 27, 2022
With humanity entering the age of intelligence, text detection technology has been gradually applied in the industry. However, text detection in a complex background is still a challenging problem for researchers to overcome. Most of the current algo...
Neural Networks, Computer Algorithms Attention Semantics Records
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