Seeing Through Scattering With Computational Advances: A Review
In scattering media, light scrambles into random speckles and impedes our vision. Unlocking hidden information enables breakthroughs to see behind the opaqueness, inspiring applications in imaging, communication, and encryption. Unlike clear media such as clear water and air, a scattering medium is inhomogeneous, in which propagating photons are ...
Huanhao Li +4 more
wiley +1 more source
Underwater Image Enhancement Based on Histogram-Equalization Approximation Using Physics-Based Dichromatic Modeling. [PDF]
Peng YT +4 more
europepmc +1 more source
A multi‐stage transfer learning framework systematically optimizes CNN architectures for diabetic retinopathy detection and risk stratification from fundus images. EfficientNetB7 achieves 96% accuracy while a survival‐inspired model generates continuous risk scores aligned with DR severity for clinically meaningful patient risk assessment.
Mujidat Jibrin, Abdsamad Benkrid
wiley +1 more source
ANALISIS KOMPARASI METODE PERBAIKAN KONTRAS BERBASIS HISTOGRAM EQUALIZATION PADA CITRA MEDIS
Citra merupakan gambaran tentang karakteristik suatu obyek menurut kondisi variabel tertentu. Pengolahan citra bertujuan memperbaiki kualitas citra agar mudah diinterpretasi oleh manusia atau mesin (dalam hal ini komputer).
Aditya Akbar Riadi +2 more
doaj
Photographic Reproduction and Enhancement Using HVS-Based Modified Histogram Equalization. [PDF]
Chen YY, Hua KL, Tsai YC, Wu JH.
europepmc +1 more source
DualPath‐DRNet: A Self‐Annotating Dual‐Path Networks for End‐To‐End Diabetic Retinopathy Diagnosis
DualPath‐DRNet for automated diabetic retinopathy diagnosis and grading. ABSTRACT One of the challenges in detecting Diabetic Retinopathy (DR) is the detection of subtle early‐stage microaneurysms. DualPath‐DRNet is an end‐to‐end deep learning pipeline for 5‐class DR prediction. The novelty of this method lies in combining lesion detection using YOLOv8,
Ankur Chaudhary +2 more
wiley +1 more source
A New Photographic Reproduction Method Based on Feature Fusion and Virtual Combined Histogram Equalization. [PDF]
Lin YH +4 more
europepmc +1 more source
Non-Linear Hopped Chaos Parameters-Based Image Encryption Algorithm Using Histogram Equalization. [PDF]
Moussa KH, Naggary AIE, Mohamed HG.
europepmc +1 more source
Breast cancer is one of the most fatal cancers for women and requires accurate cancer diagnosis technology. In this research, we incorporated advanced image preprocessing methods, including histogram equalization (HE), stain normalization, intensity ...
Chang Yeou Yong +3 more
doaj +1 more source
A Study on Weak Edge Detection of COVID-19's CT Images Based on Histogram Equalization and Improved Canny Algorithm. [PDF]
Hou SM +4 more
europepmc +1 more source

