Deep learning has revolutionised the detection and classification of objects at sea, underpinning advances in maritime surveillance, autonomous navigation and environmental monitoring. Convolutional ...

Deep learning has transformed agricultural object detection by enabling automated, high-throughput analysis of imagery from drones, tractors and fixed cameras. Convolutional neural networks (CNNs) ...

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 ...

However, not all innovations are equal and nor do they follow a constant upward trend. Instead, their evolution takes the form of an S-shaped curve that reflects their typical lifecycle from early ...