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The Challenges of Image Generation Models in Generating Multi-Component Images
Tham Yik Foong, Shashank Kotyan, Po Yuan Mao +1
Recent advances in text-to-image generators have led to substantial capabilities in image generation. However, the complexity of prompts acts as a bottleneck in the quality of imag…
Deep neural network loses attention to adversarial images
Shashank Kotyan, Danilo Vasconcellos Vargas
Adversarial algorithms have shown to be effective against neural networks for a variety of tasks. Some adversarial algorithms perturb all the pixels in the image minimally for the…
Perceptual Deep Neural Networks: Adversarial Robustness through Input Recreation
Danilo Vasconcellos Vargas, Bingli Liao, Takahiro Kanzaki
Adversarial examples have shown that albeit highly accurate, models learned by machines, differently from humans, have many weaknesses. However, humans' perception is also fundamen…