Complete Evaluation of The Efficiency of Imaginative and prescient State Area Fashions (VSSMs), Imaginative and prescient Transformers, and Convolutional Neural Networks (CNNs)

Complete Evaluation of The Efficiency of Imaginative and prescient State Area Fashions (VSSMs), Imaginative and prescient Transformers, and Convolutional Neural Networks (CNNs)

Deep studying fashions like Convolutional Neural Networks (CNNs) and Imaginative and prescient Transformers achieved nice success in lots of visible duties, comparable to picture classification, object detection, and semantic segmentation. Nonetheless, their capacity to deal with completely different modifications in knowledge remains to be a giant concern, particularly to be used in security-critical purposes. Many…