Different Convolutional Neural Network

Convolutional Neural Networks (CNNs) are a cornerstone of modern computer vision, used extensively for image and video analysis across diverse applications. Current research focuses on optimizing CNN architectures for specific tasks, exploring variations like lightweight networks for resource-constrained devices, and comparing the performance of established models (e.g., ResNet, DenseNet, MobileNet, VGG) with newer architectures and techniques such as Transformers. This research is crucial for advancing fields ranging from medical image analysis and precision agriculture to industrial automation and environmental monitoring, driving improvements in accuracy, efficiency, and applicability of CNN-based solutions.