Search Results - "2022 7th International Conference on Frontiers of Signal Processing (ICFSP)"
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A Tree-Driven Ensemble Learning Approach to Predict FS Welded Al-6061-T6 Material Behavior
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…This paper proposes a machine learning approach to forecast the mechanical behavior of an aluminum alloy, Al6061-T6, in the case of friction stir welding…”
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A Survey on Recent Advances in Fall Detection Systems Using Machine Learning Formalisms
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…As reported by numerous World Health Organization studies, fall incidents are considered one of the leading causes of loss of autonomy, injuries, and even…”
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Enhancing Causal Estimation through Unlabeled Offline Data
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…Classic approaches to filtering deal with real-time estimation of the hidden state of an observed system from a time-series of measurements. Model-based…”
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4
Short-Term River Forecasting with a Stacked Ensemble of Tributary Models
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…The ability to accurately forecast river levels is a difficult task. Fluctuations in the flow of each river are determined by complex and localized weather,…”
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A Machine Learning-Based Approach for Audio Signals Classification using Chebychev Moments and Mel-Coefficients
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…This paper proposes a machine learning-based architecture for audio signals classification based on a joint exploitation of the Chebychev moments and the…”
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Transcription of Audio to MIDI Using Deep Learning
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…We investigate automatic transcription of polyphonic piano music with recurrent neural networks directly from raw audio. Previous approaches to this task rely…”
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An Algorithm for Automatic Acoustic Alarm Recognition in the Neonatal Intensive Care Unit
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…Inside the Neonatal Intensive Care Unit (NICU), exposure to loud sounds such as acoustic medical alarms can have adverse effects on neonates, parents, and…”
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Monitoring Ground-Level Ozone Pollution Based on a Semi-supervised Approach
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…Ozone pollution is among the most harmful pollutants negatively affecting human health. Monitoring abnormal ozone levels concentrations is essential to achieve…”
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Detecting Ultrasonic Harbor Porpoise Clicks with Hetrodyning and Teager-Kaiser Energy Operator
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…This study advances research in the design of autonomous machine listening agents to identify the presence of marine mammals. We compare two common deep…”
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A Two-Stage Deep Neural Network with Bounded Complex Ideal Ratio Masking for Monaural Speech Enhancement
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…Complex Ideal Ratio Mask (cIRM) estimation is an effective approach for monaural speech enhancement. However, the cIRM is extremely hard to estimate without a…”
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11
Mirror-Yolo: A Novel Attention Focus, Instance Segmentation and Mirror Detection Model
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…Mirrors can degrade the performance of computer vision models, but research into detecting them is in the preliminary phase. YOLOv4 achieves phenomenal results…”
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12
Estimation of Optical Aberrations in 3D Microscopic Bioimages
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…The quality of microscopy images often suffer from optical aberrations. These aberrations and their associated point spread functions have to be quantitatively…”
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Real-Time Condition Monitoring of Filling Machines with Vibration Analysis and Edge AI
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…This paper presents an embedded sensor system, which allows Condition Monitoring (CM) on filling machines. An auger filler is used as an example, which doses…”
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14
Human Detection with A Feedforward Neural Network for Small Microcontrollers
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…Motion detection is widely used in smart home applications. Nevertheless, it is crucial that a non-human movement does not trigger a motion sensor for various…”
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Partial Attention Modeling for Sentiment Analysis of Big Data
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…Sentiment analysis has grown in importance as a component of NLP. Sentiment analysis in service assessment can help leaders modify programs correctly and in a…”
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Circulating Tumor Cells Detection by Brightness Values Analysis and Circularity
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…Cancer is one of the major social problems, and one in three Japanese people die from cancer. Cancer metastasis is thought to make treatment difficult, and…”
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Identifying Sentiment from Crowd Audio
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…Oftentimes the voices of a few drown out the voices of many. We interpret this problem literally as we investigate the ability of supervised machine learning…”
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PR-DAD: Phase Retrieval Using Deep Auto-Decoders
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…Phase retrieval is a well known ill-posed inverse problem where one tries to recover images given only the magnitude values of their Fourier transform as…”
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Estimating the Physical Parameters of Human Arm Motion from Video using Fixed-Point PCA Transform and Nonlinear Least-Squares Method
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…In this paper, we propose a simulation of human arm movement relying on parameters extracted from video. Fixed-Point based PCA is introduced in order to…”
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Blood Potassium Concentration Estimation on Electrocardiogram Signals Using Machine Learning Techniques
Published in 2022 7th International Conference on Frontiers of Signal Processing (ICFSP) (07-09-2022)“…Hyperkalemia is common for patients with chronic kidney disease (CKD) and it is often the cause of sudden cardiac death when it is not monitored. The detection…”
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Conference Proceeding