title: Toward unsupervised single-shot diffractive imaging of heterogeneous particles using X-ray free-electron lasers.
abstract: Single shot diffraction imaging experiments via X-ray free-electron lasers can generate as many as hundreds of thousands of diffraction patterns of scattering objects. Recovering the real space contrast of a scattering object from these patterns currently requires a reconstruction process with user guidance in a number of steps, introducing severe bottlenecks in data processing. We present a series of measures that replace user guidance with algorithms that reconstruct contrasts in an unsupervised fashion. We demonstrate the feasibility of automating the reconstruction process by generating hundreds of contrasts obtained from soot particle diffraction experiments.
authors: Hyung Joo
authors: HJ
authors: Park
authors: N Duane
authors: ND
authors: Loh
authors: Raymond G
authors: RG
authors: Sierra
authors: Christina Y
authors: CY
authors: Hampton
authors: Dmitri
authors: D
authors: Starodub
authors: Andrew V
authors: AV
authors: Martin
authors: Anton
authors: A
authors: Barty
authors: Andrew
authors: A
authors: Aquila
authors: Joachim
authors: J
authors: Schulz
authors: Jan
authors: J
authors: Steinbrener
authors: Robert L
authors: RL
authors: Shoeman
authors: Lukas
authors: L
authors: Lomb
authors: Stephan
authors: S
authors: Kassemeyer
authors: Christoph
authors: C
authors: Bostedt
authors: John
authors: J
authors: Bozek
authors: Sascha W
authors: SW
authors: Epp
authors: Benjamin
authors: B
authors: Erk
authors: Robert
authors: R
authors: Hartmann
authors: Daniel
authors: D
authors: Rolles
authors: Artem
authors: A
authors: Rudenko
authors: Benedikt
authors: B
authors: Rudek
authors: Lutz
authors: L
authors: Foucar
authors: Nils
authors: N
authors: Kimmel
authors: Georg
authors: G
authors: Weidenspointner
authors: Guenter
authors: G
authors: Hauser
authors: Peter
authors: P
authors: Holl
authors: Emanuele
authors: E
authors: Pedersoli
authors: Mengning
authors: M
authors: Liang
authors: Mark S
authors: MS
authors: Hunter
authors: Lars
authors: L
authors: Gumprecht
authors: Nicola
authors: N
authors: Coppola
authors: Cornelia
authors: C
authors: Wunderer
authors: Heinz
authors: H
authors: Graafsma
authors: Filipe R N C
authors: FR
authors: Maia
authors: Tomas
authors: T
authors: Ekeberg
authors: Max
authors: M
authors: Hantke
authors: Holger
authors: H
authors: Fleckenstein
authors: Helmut
authors: H
authors: Hirsemann
authors: Karol
authors: K
authors: Nass
authors: Herbert J
authors: HJ
authors: Tobias
authors: George R
authors: GR
authors: Farquar
authors: W Henry
authors: WH
authors: Benner
authors: Stefan
authors: S
authors: Hau-Riege
authors: Christian
authors: C
authors: Reich
authors: Andreas
authors: A
authors: Hartmann
authors: Heike
authors: H
authors: Soltau
authors: Stefano
authors: S
authors: Marchesini
authors: Sasa
authors: S
authors: Bajt
authors: Miriam
authors: M
authors: Barthelmess
authors: Lothar
authors: L
authors: Strueder
authors: Joachim
authors: J
authors: Ullrich
authors: Philip
authors: P
authors: Bucksbaum
authors: Matthias
authors: M
authors: Frank
authors: Ilme
authors: I
authors: Schlichting
authors: Henry N
authors: HN
authors: Chapman
authors: Michael J
authors: MJ
authors: Bogan
authors: Veit
authors: V
authors: Elser