Image Speak

Image speak, encompassing the analysis and generation of images for various applications, is a rapidly evolving field focusing on improving image quality, understanding image content, and mitigating biases in image-related models. Current research emphasizes developing novel algorithms and model architectures, such as diffusion models and energy-based models, to enhance image generation, improve force prediction from tactile images, and assess image appeal and quality. This work has significant implications for accessible communication, robotics, and various computer vision tasks, offering improvements in image quality, data efficiency, and bias mitigation.