98%
921
2 minutes
20
In this paper, a high dynamic range (HDR) imaging method based on the stereo vision system is presented. The proposed method uses differently exposed low dynamic range (LDR) images captured from a stereo camera. The stereo LDR images are first converted to initial stereo HDR images using the inverse camera response function estimated from the LDR images. However, due to the limited dynamic range of the stereo LDR camera, the radiance values in under/over-exposed regions of the initial main-view (MV) HDR image can be lost. To restore these radiance values, the proposed stereo matching and hole-filling algorithms are applied to the stereo HDR images. Specifically, the auxiliary-view (AV) HDR image is warped by using the estimated disparity between initial the stereo HDR images and then effective hole-filling is applied to the warped AV HDR image. To reconstruct the final MV HDR, the warped and hole-filled AV HDR image is fused with the initial MV HDR image using the weight map. The experimental results demonstrate objectively and subjectively that the proposed stereo HDR imaging method provides better performance compared to the conventional method.
Download full-text PDF |
Source |
---|---|
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5539793 | PMC |
http://dx.doi.org/10.3390/s17071473 | DOI Listing |
Phys Eng Sci Med
September 2025
School of Chemistry and Physics, Queensland University of Technology (QUT), Brisbane, QLD, Australia.
The use of machine learning has seen extraordinary growth since the development of deep learning techniques, notably the deep artificial neural network. Deep learning methodology excels in addressing complicated problems such as image classification, object detection, and natural language processing. A key feature of these networks is the capability to extract useful patterns from vast quantities of complex data, including images.
View Article and Find Full Text PDFCatheter Cardiovasc Interv
September 2025
University of Texas, Houston, Texas, USA.
Background: Hydrodynamic contrast recanalization (HDR) is a novel technique to facilitate wire crossing during chronic total occlusion (CTO) percutaneous coronary interventions (PCI). The mechanisms underlying HDR have not been fully described.
Aims: To investigate the impact of HDR on plaque morphology and wire tracking during CTO PCI using intravascular ultrasound (IVUS) imaging.
Radiat Oncol
August 2025
Department of Radiation Oncology, IRCCS San Raffaele Scientific Institute, 60, Olgettina Street, 20132, Milan, Italy.
Background: Radiotherapy (RT) is a standard curative treatment for prostate cancer (PCa) and there is growing evidence of the high efficacy of moderate and ultra-hypofractionated RT. Reducing treatment duration to one week or less is a major advance, but very few studies have explored single-fraction therapy. This study evaluates the feasibility, safety, and efficacy of single-fraction stereotactic body RT (SBRT) while delivering the entire procedure in one day, with a potentially high benefit in terms of patient comfort and therapy cost and logistics.
View Article and Find Full Text PDFPrecis Clin Med
September 2025
Department of Cardiology, West China Hospital, Sichuan University, Chengdu 610041, China.
Background: No studies have explored the genetic differences between the Chinese and other ethnic hypertrophic cardiomyopathy (HCM) populations.
Methods: This cross-sectional study included Chinese patients ( = 593) with HCM and controls ( = 491) who underwent whole-exome sequencing. Rare variants in 16 validated HCM genes were assessed and compared with a United Kingdom HCM cohort ( = 1 232) and controls ( = 344 745).
IEEE Trans Image Process
January 2025
In fringe projection profilometry systems, accurately reconstructing 3D objects with varying surface reflectivity requires high dynamic range (HDR) imaging. However, the limited dynamic range of single-exposure cameras poses challenges for capturing HDR fringe patterns efficiently. This paper introduces a deep learning-based HDR structured light 3D reconstruction pipeline, comprising an HDR Fringe Generation Module and a Phase Calculation Module.
View Article and Find Full Text PDF