LPLéo Puyo

Léo Puyo

*This is an algorithmically generated author record based on publicly available information.

Current Organizations / Institutes

The organizations/institutes from the scholar's latest article

Previous Organizations / Institutes

The organizations / institutes from the scholar's other articles in the past ten years


Léo Puyo has a total of 28 co-authors. Here are the top co-authors by number of shared publications:

  • Michael Atlan

    Institut Langevin. Centre National de la Recherche Scientifique (CNRS). Paris Sciences & Lettres (PSL University). École Supérieure de Physique et de Chimie Industrielles (ESPCI Paris), Paris, France

    10 shared publications
  • Michel Paques

    Centre Hospitalier National d’Ophtalmologie des Quinze-Vingts, Paris, France

    10 shared publications
  • Clara Pfäffle

    Institute of Biomedical Optics University of Lübeck Peter-Monnik-Weg 4 23562 Lübeck Germany

    4 shared publications
  • Hendrik Spahr

    Institute of Biomedical Optics University of Lübeck Peter-Monnik-Weg 4 23562 Lübeck Germany

    4 shared publications
  • José-Alain Sahel

    Institut Langevin, Paris. Hôpital des 15-20. Paris, France

    4 shared publications
  • Gereon Hüttmann

    Institute of Biomedical Optics University of Lübeck Peter-Monnik-Weg 4 23562 Lübeck Germany

    3 shared publications

Latest Publications

  • Open Access

    Measuring choriocapillaris blood flow with laser Doppler optical coherence tomography

    by Léo Puyo, Jonas Franke, Lisa Kutzner, Clara Pfäffle, Hendrik Spahr, Gereon Hüttmann

    We report on using a laser Doppler processing of Fourier-domain optical coherence tomography (OCT) data for the assessment of pulsatile blood flow in the choriocapillaris. Signal fluctuations in B-scans recorded at 2 kHz were analyzed by Fourier transform to extract blood flow information. The spectral broadening of light backscattered by the choriocapillaris was used to derive a choriocapillaris flow velocity index in physical units, with sufficient temporal resolution to capture heartbeat-induced variations. Furthermore, the asymmetry in the spectral broadening enabled us to determine the axial direction of blood flow with high sensitivity, allowing for the detection of flow orientation in retinal capillaries. This approach is promising as it can be directly implemented on widely available fast-scanning Fourier-domain OCT instruments.

  • Open Access

    Diffuse-illumination holographic optical coherence tomography

    by Léo Puyo, Clara Pfäffle, Hendrik Spahr, Jonas Franke, Daniel Bublitz, Dierck Hillmann, Gereon Hüttmann

    Holographic optical coherence tomography (OCT) is a powerful imaging technique, but its ability to reveal low-reflectivity features is limited. In this study, we performed holographic OCT by incoherently averaging volumes with changing diffuse illumination of numerical aperture (NA) equal to the detection NA. While the reduction of speckle from singly scattered light is only modest, we discovered that speckle from multiply scattered light can be arbitrarily reduced, resulting in substantial improvements in image quality. This technique also offers the advantage of suppressing noises arising from spatial coherence, and can be implemented with a partially spatially incoherent light source for further mitigation of multiple scattering. Finally, we show that although holographic reconstruction capabilities are increasingly lost with decreasing spatial coherence, they can be retained over an axial range sufficient to standard OCT applications.

  • Open Access

    Retinal blood flow imaging with combined full-field swept-source optical coherence tomography and laser Doppler holography

    by Léo Puyo, Hendrik Spahr, Clara Pfäffle, Gereon Hüttmann, Dierck Hillmann

    Full-field swept-source optical coherence tomography (FF-SS-OCT) and laser Doppler holography (LDH) are two holographic imaging techniques presenting unique capabilities for ophthalmology. We report on interlaced FF-SS-OCT and LDH imaging with a single instrument. Effectively, retinal blood flow and pulsation could be quasi-simultaneously monitored. This instrument holds potential for a wide scope of ophthalmic applications.

  • Retinal blood flow imaging with combined full-field swept-source optical coherence tomography and laser Doppler holography

    by Léo Puyo, Hendrik Spahr, Clara Pfäffle, Gereon Hüttmann, Dierck Hillmann

    Full-field swept-source optical coherence tomography (FF-SS-OCT) and laser Doppler holography (LDH) are two holographic imaging techniques presenting unique capabilities for ophthalmology. We report on interlaced FF-SS-OCT and LDH imaging with a single instrument. Effectively, retinal blood flow and pulsation could be quasi-simultaneously monitored. This instrument holds potential for a wide scope of ophthalmic applications.


  • Open Access

    Retinal blood flow reversal quantitatively monitored in out-of-plane vessels with laser Doppler holography

    by Léo Puyo, Michel Paques, Michael Atlan

    Laser Doppler holography is a planar blood flow imaging technique recently introduced in ophthalmology to image human retinal and choroidal blood flow non-invasively. Here we present a digital method based on the Doppler spectrum asymmetry that reveals the local direction of blood flow with respect to the optical axis in out-of-plane vessels. This directional information is overlaid on standard grayscale blood flow images to depict flow moving towards the camera in red and flow moving away from the camera in blue, as in ultrasound color Doppler imaging. We show that thanks to the strong contribution of backscattering to the Doppler spectrum in out-of-plane vessels, the local axial direction of blood flow can be revealed with a high temporal resolution, which enables us to evidence pathological blood flow reversals. We also demonstrate the use of optical Doppler spectrograms to quantitatively monitor retinal blood flow reversals.


  • Open Access

    Retinal blood flow reversal quantitatively monitored in out-of-plane vessels with laser Doppler holography

    by Léo Puyo, Michel Paques, Michael Atlan

    Laser Doppler holography is a planar blood flow imaging technique recently introduced in ophthalmology to image human retinal and choroidal blood flow non-invasively. Here we present a digital method based on the Doppler spectrum asymmetry that reveals the local direction of blood flow with respect to the optical axis in out-of-plane vessels. This directional information is overlaid on standard grayscale blood flow images to depict flow moving towards the camera in red and flow moving away from the camera in blue, as in ultrasound color Doppler imaging. We show that thanks to the strong contribution of backscattering to the Doppler spectrum in out-of-plane vessels, the local axial direction of blood flow can be revealed with a high temporal resolution, which enables us to evidence pathological blood flow reversals. We also demonstrate the use of optical Doppler spectrograms to quantitatively monitor retinal blood flow reversals.

  • Laser Doppler holography of the anterior segment for blood flow imaging, eye tracking, and transparency assessment

    by Léo Puyo, Clémentine David, Rana Saad, Sami Saad, Josselin Gautier, José Alain Sahel, Vincent Borderie, Michel Paques, Michael Atlan

    Laser Doppler holography (LDH) is a full-field blood flow imaging technique able to reveal human retinal and choroidal blood flow with high temporal resolution. We here report on using LDH in the anterior segment of the eye without making changes to the instrument. Blood flow in the bulbar conjunctiva and episclera as well as in corneal neovascularization can be effectively imaged. We additionally demonstrate simultaneous holographic imaging of the anterior and posterior segments by simply adapting the numerical propagation distance to the plane of interest. We used this feature to track the movements of the retina and pupil with high temporal resolution. Finally, we show that the light backscattered by the retina can be used for retro-illumination of the anterior segment. Hence digital holography can reveal opacities caused by absorption or diffusion in the cornea and eye lens.


  • Reverse contrast laser Doppler holography for lower frame rate retinal and choroidal blood flow imaging

    by Léo Puyo, Michel Paques, Michael Atlan

    Laser Doppler holography (LDH) is an interferometric blood flow imaging technique based on full-field measurements of the Doppler spectrum. LDH has so far been demonstrated in the retina with ultrafast cameras, typically at 75 kHz. We show here that a similar method can be implemented with camera frame rates 10 times slower than before. Due to energy conservation, low and high frequency local power Doppler signals have opposite variations, and a simple contrast inversion of the low frequency power Doppler reveals fast blood flow beyond the camera detection bandwidth for conventional laser Doppler measurements. Relevant blood flow variations and color composite power Doppler images can be obtained with camera frame rates down to a few kHz.


  • Open Access

    Reverse contrast laser Doppler holography for lower frame rate retinal and choroidal blood flow imaging

    by Leo Puyo, Michel Paques, Michael Atlan

    Laser Doppler holography (LDH) is an interferometric blood flow imaging technique based on full-field measurements of the Doppler spectrum. LDH has so far been demonstrated in the retina with ultrafast cameras, typically at 75 kHz. We show here that a similar method can be implemented with camera frame rates 10 times slower than before. Thanks to energy conservation, low and high frequency local power Doppler signals have opposite variations, and a simple contrast inversion of the low frequency power Doppler reveals fast blood flow beyond the camera detection bandwidth for conventional laser Doppler measurements. Relevant blood flow variations and color composite power Doppler images can be obtained with camera frame rates down to a few kHz.

  • Spatio-temporal filtering in laser Doppler holography for retinal blood flow imaging

    by Léo Puyo, Michel Paques, Michael Atlan

    Laser Doppler holography (LDH) is a full-field interferometric imaging technique recently applied in ophthalmology to measure blood flow, a parameter of high clinical interest. From the temporal fluctuations of digital holograms acquired at ultrafast frame rates, LDH reveals retinal and choroidal blood flow with a few milliseconds of temporal resolution. However, LDH experiences difficulties to detect slower blood flow as it requires to work with low Doppler frequency shifts which are corrupted by eye motion. We here demonstrate the use of a spatio-temporal decomposition adapted from Doppler ultrasound that provides a basis appropriate to the discrimination of blood flow from eye motion. A singular value decomposition (SVD) can be used as a simple, robust, and efficient way to separate the Doppler fluctuations of blood flow from those of strong spatial coherence such as eye motion. We show that the SVD outperforms the conventional Fourier based filter to reveal slower blood flow, and dramatically improves the ability of LDH to reveal vessels of smaller size or with a pathologically reduced blood flow.