Phase Imaging with Computational Specificity (PICS) for measuring dry mass changes in sub-cellular compartments
Not on the map. Why?
Abstract (arXiv)
Due to its specificity, fluorescence microscopy (FM) has become a quintessential imaging tool in cell biology. However, photobleaching, phototoxicity, and related artifacts continue to limit FM's utility. Recently, it has been shown that artificial intelligence (AI) can transform one form of contrast into another. We present PICS, a combination of quantitative phase imaging and AI, which provides information about unlabeled live cells with high specificity. Our imaging system allows for automatic training, while inference is built into the acquisition software and runs in real-time. Applying the computed fluorescence maps back to the QPI data, we measured the growth of both nuclei and cytoplasm independently, over many days, without loss of viability. Using a QPI method that suppresses multiple scattering, we measured the dry mass content of individual cell nuclei within spheroids. In its current implementation, PICS offers a versatile quantitative technique for continuous simultaneous monitoring of individual cellular components in biological applications where long-term label-free imaging is desirable.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 19 Feb 2020.
Builds on
No reference list yet.
Built on by
Citing papers per year: 2021: 1; 2022: 4; 2023: 3; 2024: 4; 2025: 1.
13 papers.
Sort:
- 2023On the use of deep learning for phase recoverycited by 20
- 2022Self-supervised learning of hologram reconstruction using physics consistencycited by 14
- 2023Digital staining in optical microscopy using deep learning -- a reviewcited by 7
- 2021Physical model simulator-trained neural network for computational 3D phase imaging of multiple-scattering samplescited by 3
- 2022RepMode: Learning to Re-parameterize Diverse Experts for Subcellular Structure Predictioncited by 3
- 2023Generate your neural signals from mine: individual-to-individual EEG converterscited by 3
- 2022ReFace: Real-time Adversarial Attacks on Face Recognition Systemscited by 2
- 2024Virtual Staining of Label-Free Tissue in Imaging Mass Spectrometrycited by 2
- 2024SparseSSP: 3D Subcellular Structure Prediction from Sparse-View Transmitted Light Imagescited by 1
- 2024BlurryScope enables compact, cost-effective scanning microscopy for HER2 scoring using deep learning on blurry imagescited by 1
- 2022SEMPAI: a Self-Enhancing Multi-Photon Artificial Intelligence for prior-informed assessment of muscle function and pathologycited by 0
- 2024Physics-informed generative real-time lens-free imagingcited by 0
- 2025Detecting immune cells with label-free two-photon autofluorescence and deep learning17 Jun 2025
- 2024Virtual Staining of Label-Free Tissue in Imaging Mass Spectrometry20 Nov 2024
- 2024BlurryScope enables compact, cost-effective scanning microscopy for HER2 scoring using deep learning on blurry images23 Oct 2024
- 2024SparseSSP: 3D Subcellular Structure Prediction from Sparse-View Transmitted Light Images2 Jul 2024
- 2024Physics-informed generative real-time lens-free imaging12 Mar 2024
- 2023On the use of deep learning for phase recovery2 Aug 2023
- 2023Generate your neural signals from mine: individual-to-individual EEG converters21 Apr 2023
- 2023Digital staining in optical microscopy using deep learning -- a review14 Mar 2023
- 2022RepMode: Learning to Re-parameterize Diverse Experts for Subcellular Structure Prediction20 Dec 2022
- 2022SEMPAI: a Self-Enhancing Multi-Photon Artificial Intelligence for prior-informed assessment of muscle function and pathology28 Oct 2022
- 2022Self-supervised learning of hologram reconstruction using physics consistency17 Sep 2022
- 2022ReFace: Real-time Adversarial Attacks on Face Recognition Systems9 Jun 2022
- 2023On the use of deep learning for phase recoverycited by 20
- 2022Self-supervised learning of hologram reconstruction using physics consistencycited by 14
- 2023Digital staining in optical microscopy using deep learning -- a reviewcited by 7
- 2021Physical model simulator-trained neural network for computational 3D phase imaging of multiple-scattering samplescited by 3
- 2022RepMode: Learning to Re-parameterize Diverse Experts for Subcellular Structure Predictioncited by 3
- 2023Generate your neural signals from mine: individual-to-individual EEG converterscited by 3
- 2022ReFace: Real-time Adversarial Attacks on Face Recognition Systemscited by 2
- 2024Virtual Staining of Label-Free Tissue in Imaging Mass Spectrometrycited by 2
- 2024SparseSSP: 3D Subcellular Structure Prediction from Sparse-View Transmitted Light Imagescited by 1
- 2024BlurryScope enables compact, cost-effective scanning microscopy for HER2 scoring using deep learning on blurry imagescited by 1
- 2022SEMPAI: a Self-Enhancing Multi-Photon Artificial Intelligence for prior-informed assessment of muscle function and pathologycited by 0
- 2024Physics-informed generative real-time lens-free imagingcited by 0
12 most cited of 13 All 13 (JSON)
- 2025Detecting immune cells with label-free two-photon autofluorescence and deep learning17 Jun 2025
- 2024Virtual Staining of Label-Free Tissue in Imaging Mass Spectrometry20 Nov 2024
- 2024BlurryScope enables compact, cost-effective scanning microscopy for HER2 scoring using deep learning on blurry images23 Oct 2024
- 2024SparseSSP: 3D Subcellular Structure Prediction from Sparse-View Transmitted Light Images2 Jul 2024
- 2024Physics-informed generative real-time lens-free imaging12 Mar 2024
- 2023On the use of deep learning for phase recovery2 Aug 2023
- 2023Generate your neural signals from mine: individual-to-individual EEG converters21 Apr 2023
- 2023Digital staining in optical microscopy using deep learning -- a review14 Mar 2023
- 2022RepMode: Learning to Re-parameterize Diverse Experts for Subcellular Structure Prediction20 Dec 2022
- 2022SEMPAI: a Self-Enhancing Multi-Photon Artificial Intelligence for prior-informed assessment of muscle function and pathology28 Oct 2022
- 2022Self-supervised learning of hologram reconstruction using physics consistency17 Sep 2022
- 2022ReFace: Real-time Adversarial Attacks on Face Recognition Systems9 Jun 2022
12 newest of 13 All 13 (JSON)