Pre-trained and sample-transferable perturbation based adversarial neuron manipulation: revealing the risks of transfer learning in remote sensing

• المؤلف الرئيسي: Tian, Xingjian
• مؤلفون آخرون: Wen Bihan
• التنسيق: Thesis-Master by Coursework
• اللغة: English
• منشور في: Nanyang Technological University 2024
• الموضوعات: Computer and Information Science; Adversarial attack; Transfer learning; Deep learning; Remote sensing; Image classification; Neuron manipulation; Robustness of AI
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/180881

The classification of remote sensing images has been revolutionized by the advent of deep learning, particularly through the application of transfer learning techniques. However, the susceptibility of these models to adversarial attacks poses significant challenges. Existing adversarial attacks a...