ArticlePhotoacoustics2021
Deep image prior for undersampling high-speed photoacoustic microscopy.
Article in Photoacoustics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 29 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
29 citing papers in PubMed, 70 citations in OpenAlex.
- Photoacoustic Fingerprinting for Robust Molecular Imaging.bioRxiv : the preprint server for biology · 2026Article
- Advances in photoacoustic imaging reconstruction and quantitative analysis for biomedical applications.Visual computing for industry, biomedicine, and art · 2026Review
- Spectral-distortion-suppressed deep learning for fiber sensor photoacoustic microscopy.Photoacoustics · 2025Article
- Wavelet-enhanced residual optimal transport for Mamba-based image restoration in photoacoustic tomography.Photoacoustics · 2025Article
- Sparse scanning encoding and neural network decoding for compressed photoacoustic microscopy.Photoacoustics · 2025Article
- Bayesian reconstruction of rapidly scanned mid-infrared optoacoustic signals enables fast, label-free chemical microscopy.Science advances · 2025Article
- Structure and oxygen saturation recovery of sparse photoacoustic microscopy images by deep learning.Photoacoustics · 2025Article
- Hybrid transformer-CNN network-driven optical-scanning undersampling for photoacoustic remote sensing microscopy.Photoacoustics · 2025Article
- Simultaneous head-mounted imaging of neural and hemodynamic activities at high spatiotemporal resolution in freely behaving mice.Science advances · 2025Article
- Joint segmentation and image reconstruction with error prediction in photoacoustic imaging using deep learning.Photoacoustics · 2024Article
- UPAMNet: A unified network with deep knowledge priors for photoacoustic microscopy.Photoacoustics · 2024Article
- Accelerating photoacoustic microscopy by reconstructing undersampled images using diffusion models.Scientific reports · 2024Article
- High speed innovations in photoacoustic microscopy.Npj imaging · 2024Review
- Sounding out the dynamics: a concise review of high-speed photoacoustic microscopy.Journal of biomedical optics · 2024Review
- An extremum-guided interpolation for sparsely sampled photoacoustic imaging.Photoacoustics · 2023Article
- Learning spatially variant degradation for unsupervised blind photoacoustic tomography image restoration.Photoacoustics · 2023Article
- Ultraviolet metasurface-assisted photoacoustic microscopy with great enhancement in DOF for fast histology imaging.Photoacoustics · 2023Article
- Editorial: Breaking the speed limits in photoacoustic microscopy.Photoacoustics · 2023Article
- Photoacoustic imaging with limited sampling: a review of machine learning approaches.Biomedical optics express · 2023Review
- Efficient label-freePhotoacoustics · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
13 authors at 4 institutions in 2 countries.
Funding
Abstract
Photoacoustic microscopy (PAM) is an emerging imaging method combining light and sound. However, limited by the laser's repetition rate, state-of-the-art high-speed PAM technology often sacrifices spatial sampling density (
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.