Gradient-Descent-like Ghost Imaging

Ghost imaging is an indirect optical imaging technique, which retrieves object information by calculating the intensity correlation between reference and bucket signals. However, in existing correlation functions, a high number of measurements is required to acquire a satisfied performance, and the increase in measurement number only leads to limited improvement in image quality. Here, inspired by the gradient descent idea that is widely used in artificial intelligence, we propose a gradient-descent-like ghost imaging method to recursively move towards the optimal solution of the preset objective function, which can efficiently reconstruct high-quality images. The feasibility of this technique has been demonstrated in both numerical simulation and optical experiments, where the image quality is greatly improved within finite steps. Since the correlation function in the iterative formula is replaceable, this technique offers more possibilities for image reconstruction of ghost imaging.

Hemodynamic Assay of Hind Limb in Multiple Animal Models

ABSTRACT Introduction Measuring hemodynamic characteristics of injured limbs is paramount to early identification of potentially damaging ischemic conditions, but can often prove difficult attributable to a multitude of factors. Here, we present an in vivo optical imaging technique to characterize pulsatile blood flow quality through the distal extremity in multiple animal models that replicate the signs of distal extremity ischemia. The purpose of this study is to examine the feasibility of the optical imaging technique and relevance to hemodynamic complications such as acute compartment syndrome (ACS) and nonobvious hemorrhage. Materials and Methods In one pig and six mice, three different methods were used to create ischemic conditions in the lower extremity, producing symptoms similar to what is observed in ACS. In each condition, perfusion to the distal extremity was measured with the hemodynamic detection device (HDD; Odin Technologies), an optical assessment tool for perfusion and blood flow quality. Results We observed a profound decrease in extremity perfusion immediately after onset of ischemia in all three models. In the porcine model, the HDD’s measurements demonstrated similar characteristic flow between the various measurement locations. After the tourniquet was applied, the HDD revealed a 95% decrease in normalized perfusion value (npv) while the intracompartmental pressure rose from 5 to 52 mmHg (a 47mmHg increase). After the tourniquet was removed during reperfusion, the normalized blood flow returned to baseline and the intracompartmental pressure dropped from 20 to 6 mmHg in less than 5 minutes. For each mouse, the HDD test leg demonstrated a measurement of 0.97 npv before femoral ligation and 0.05 npv after femoral ligation, an 89% decrease (P < .01) in flow. Pulsed-wave Doppler ultrasound (PWDU) measurements on the test leg had pre-ligation measurement of 0.84 npv and a post-ligation measurement of 0.001 npv, a 99% decrease. These PWDU measurements revealed almost complete stoppage of blood flow during ischemia, followed by a substantial increase after the femoral artery ligation was removed. Conclusions Here, we show that a novel, optics-based sensing system can be used to diagnose and assess ACS in animal models. This technology is comparable to other standards used to monitor ACS and nonobvious hemorrhage and may also be a plausible alternative to prolonged invasive monitoring of patients with sustained extremity trauma.

Determinants of skeletal muscle oxygen consumption assessed by near-infrared diffuse correlation spectroscopy during incremental handgrip exercise

Near-infrared diffuse correlation spectroscopy (DCS) is a rapidly evolving optical imaging technique for the assessment of skeletal muscle O2 utilization (mVO2). We compared DCS-derived determinants of mVO2 with conventional measures [blood flow by brachial artery Doppler ultrasound and venous O2 saturation ([Formula: see text])] in eight volunteers at rest and during incremental handgrip exercise. Brachial artery blood flow and DCS-derived blood flow index (BFI) were linearly related (R2 = 0.57) and increased with each workload, whereas [Formula: see text] decreased from 65.3 ± 2.5% (rest) to 39.9 ± 3.0% (light exercise; P < 0.01) with no change thereafter. In contrast, DCS-derived tissue O2 saturation decreased progressively with each incremental stage ( P < 0.01), driven almost entirely by an initial steep rise in deoxyhemoglobin/myoglobin, followed by a linear increase thereafter. Whereas seemingly disparate at first glance, we believe these two approaches provide similar information. Indeed, by plotting the mean convective O2 delivery and diffusive O2 conductance, we show that the initial increase in mVO2 during the transition from rest to exercise was achieved by a greater increase in diffusive O2 conductance versus convective O2 delivery (10-fold vs. 4-fold increase, respectively), explaining the initial decline in [Formula: see text]. In contrast, the increase in mVO2 from light to heavy exercise was achieved by equal increases (1.8-fold) in convective O2 delivery and diffusive O2 conductance, explaining the plateau in [Formula: see text]. That DCS-derived BFI and deoxyhemoglobin/myoglobin (surrogate measure of O2 extraction) share the same general biphasic pattern suggests that both DCS and conventional approaches provide complementary information regarding the determinants of mVO2. NEW & NOTEWORTHY Near-infrared diffuse correlation spectroscopy (DCS) is an emerging optical imaging technique for quantifying skeletal muscle O2 delivery and utilization at the microvascular level. Here, we show that DCS provides complementary insight into the determinants of muscle O2 consumption across a wide range of exercise intensities, further establishing the utility of DCS.

Diffuse Optical Imaging: Safe and Functional Medical Imaging Technique

Optical imaging method provides safe and encouraging tool in many medical applications. In this editorial, principle operation, instrumentation, medical applications and advantages of diffuse optical imaging technique are presented and discussed.