Weak signal extraction enabled by deep neural network denoising of diffraction data.
Jens OppligerMichael M. DennerJulia KüspertRuggero FrisonQisi WangAlexander MorawietzOleh IvashkoAnn-Christin DippelMartin von ZimmermannIzabela BialoLeonardo MartinelliBenoît FauquéJaewon ChoiMirian Garcia-FernandezKe-Jin ZhouNiels Bech ChristensenTohru KurosawaNaoki MomonoMigaku OdaFabian D. NattererMark H. FischerTitus NeupertJohan ChangPublished in: Nat. Mac. Intell. (2024)
Keyphrases
- neural network
- data analysis
- data sources
- denoising
- data sets
- high quality
- database
- data distribution
- missing data
- training data
- data extraction
- data quality
- raw data
- synthetic data
- statistical analysis
- data processing
- data points
- data structure
- signal processing
- image data
- knowledge discovery
- pattern recognition
- noisy images