Nature

Underwater Object Detection Algorithms Using Deep Learning Techniques articles from across Nature Portfolio

Underwater images are affected by spectral attenuation, particulate scattering, and nonuniform illumination and therefore often exhibit color shifts, reduced contrast, blurred edges, and local ...
BIOENGINEER

Two-Stage Deep Learning Framework Improves Aerial Insulator Defect Detection Accuracy

A coarse-to-fine two-stage deep learning framework combining YOLOv8m and MobileNetV3 achieves higher detection accuracy for ...
Nature

Deep Learning Approaches in Object Detection

Deep learning has revolutionised object detection by enabling end-to-end trainable systems that learn both feature representation and localisation. Early two-stage detectors extracted region proposals ...
EurekAlert!

A review of camouflaged object detection research and the promise of deep learning

A comparison of the number of research papers in two types of COD, traditional and deep learning, within Image-level and Video-level applications. The bar chart shows the increase in overall research ...