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Overview of papers using deep learning for brain tumor classification.
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Overview of papers using deep learning for brain tumor classification.
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Image Search Results


Overview of papers using deep learning for brain tumor classification.

Journal: Brain Sciences

Article Title: Brain Tumor Analysis Empowered with Deep Learning: A Review, Taxonomy, and Future Challenges

doi: 10.3390/brainsci10020118

Figure Lengend Snippet: Overview of papers using deep learning for brain tumor classification.

Article Snippet: Peter D. Chang [ ]. , Fully Convolutional Neural Networks , Fully Convolutional Residual Neural Network (FCR-NN) , MATLAB R2016a , Dice Scores Complete = 0.87 Core Tumor = 0.81 Enhancing = 0.72.

Techniques: Software, Activation Assay

Experimental paradigm and hardware components. (A) Diagram of the experiment setup including the Scorpius front-end neural recording system, implanted FAST-LIFE microelectrode arrays, a computer for data acquisition and back-end AI models implementation, and a data glove for obtaining ground-truth movements during mirrored bilateral training. (B) Photo of the transradial amputee during an experiment session (C) The Scorpius is a miniaturized prototype designed toward implantable applications. The head-piece contains a fully-integrated Neuronix neural recording chip, an electrode connector, and passive components while the auxiliary-piece includes voltage regulators and data relaying circuits. (D) Microphotograph of the Neuronix chip that has ten fully-integrated, high-performance neural recording channels based on the frequency-shaping (FS) architecture.

Journal: bioRxiv

Article Title: A bioelectric neural interface towards intuitive prosthetic control for amputees

doi: 10.1101/2020.09.17.301663

Figure Lengend Snippet: Experimental paradigm and hardware components. (A) Diagram of the experiment setup including the Scorpius front-end neural recording system, implanted FAST-LIFE microelectrode arrays, a computer for data acquisition and back-end AI models implementation, and a data glove for obtaining ground-truth movements during mirrored bilateral training. (B) Photo of the transradial amputee during an experiment session (C) The Scorpius is a miniaturized prototype designed toward implantable applications. The head-piece contains a fully-integrated Neuronix neural recording chip, an electrode connector, and passive components while the auxiliary-piece includes voltage regulators and data relaying circuits. (D) Microphotograph of the Neuronix chip that has ten fully-integrated, high-performance neural recording channels based on the frequency-shaping (FS) architecture.

Article Snippet: shows the overview of the Scorpius system – a miniaturized front-end recorder equipped with the fully-integrated Neuronix neural recording chip.

Techniques:

Deep Learning (DL) applications in hyperspectral image analysis of food products.

Journal: Current Research in Food Science

Article Title: Machine learning techniques for analysis of hyperspectral images to determine quality of food products: A review

doi: 10.1016/j.crfs.2021.01.002

Figure Lengend Snippet: Deep Learning (DL) applications in hyperspectral image analysis of food products.

Article Snippet: Detection and quantification of nitrogen content in rapeseed leaf , 400–1000 , – , Image thresholding , Stacked auto-encoders (SAE) and fully-connected neural network (FNN) , Feature extraction from hyperspectral data through SAE , Input for FNN: SAE extracted features , 80:20 , MATLAB 8.1; PYTHON , 90% , .

Techniques: Biomarker Discovery, Software, Activation Assay, Control, Extraction