Weak-signal extraction enabled by deep-neural-network denoising of diffraction data.
Jens OppligerMichael M. DennerJulia KüspertRuggero FrisonQisi WangAlexander MorawietzOleh IvashkoAnn-Christin DippelMartin von ZimmermannNiels B. ChristensenTohru KurosawaNaoki MomonoMigaku OdaFabian D. NattererMark H. FischerTitus NeupertJohan ChangPublished in: CoRR (2022)
Keyphrases
- denoising
- neural network
- data collection
- image data
- database
- data analysis
- data processing
- data extraction
- original data
- raw data
- data mining techniques
- data points
- data sets
- artificial neural networks
- pattern recognition
- statistical analysis
- data quality
- training data
- data structure
- image denoising
- self organizing maps
- back propagation
- high dimensional data
- probability distribution
- x ray
- signal processing
- multiresolution
- prior knowledge
- data sources
- end users