doi.org
Accuracy versus Perception: a Benchmark of Deep Learning Models for Single-Image Super-Resolution in Microscopy
Virtual super-resolution deep learning methods provide a powerful solution to overcome the physical and temporal constraints of microscopy imaging. Yet, assessing and choosing an ideal methodological strategy complicates their use in life sciences and creates a lack of trust in these methods. Here we propose an objective comparison of nine popular single-image super-resolution (SISR) models in a collection of publicly available microscopy datasets, including cell components like microtubules, endoplasmic reticulum, and actin, using confocal microscopy, SEM, SIM, SMLM and STED microscopy modalities for fixed and live-cell microscopy data. The proposed models will be assessed quantitatively with a collection of metrics in microscopy and computer vision, and qualitatively by experts in the field. The proposed models will be made accessible through open, user-friendly, containerised notebooks. This systematic assessment of SISR approaches will provide a more comprehensive understanding of these methods' performance and contribute to standardising SISR methods in microscopy.
![Action Memo for Senior Bureau Official John Armstrong
FROM:
SUBJECT:
CA/VO - Stuart Wilson, Deputy Assistant Secretary
(SBU) Revocation of Fl Visa for Rumeysa OZTURK
(SBU) Recommendation 1: That you approve the revocation of the Fl visa,
effective immediately, for
under section 221(i) of the Immigration and Nationality Act
(INA). Due to ongoing ICE operational security, this revocation will be silent;
the Department will not notify the subject. (Approve/Disapprove by
03/21/25)
Decision: [Approved]
(SBU) Recommendation 2: That you authorize the transmission of the
attached notification to the Department of Homeland Security noting the,
immediate revocation of OZTURK's visa. (Approve/Disapprove by 03/21/25)
Decision: [Approved]
Background
(SBU} On March 21, 2025, the Assistant Director of the National Security Division of DHS/ICE's Homeland Security Investigations referred to CA information regarding Rumeysa OZTURK, a Turkish national, for a possible determination by the Secretary that the alien is deportable under INA section 237(a)(4)(C). As a nonimmigrant visa holder, such a determination is not necessary for OHS/ICE to pursue removal of OZTURK from the United States, as INA section 237(a}(1)(B) provides that an alien is deportable if their nonimmigrant visa has been revoked under INA section 221(i).](https://cdn.bsky.app/img/feed_thumbnail/plain/did:plc:7r477jd7q7p2mzmyqfm7jmp7/bafkreigphzxypvufgeipmnblj3rj5bjvnpsifwim4gx2nxdcv3cqhgqj5q)
