Location History:
- Pittsburgh, CA (US) (2022)
- Pittsburgh, PA (US) (2020 - 2023)
Company Filing History:
Years Active: 2020-2023
Title: Innovations and Contributions of Xiaodan Liang
Introduction
Xiaodan Liang is an accomplished inventor based in Pittsburgh, California. She has made significant contributions to the fields of artificial intelligence and medical imaging, holding a total of three patents. Her work focuses on advancing technology for highway driving and improving organ segmentation in chest X-rays.
Latest Patents
One of her latest patents is titled "Unsupervised real-to-virtual domain unification for end-to-end highway driving." This innovative model, known as DU-drive, utilizes a conditional generative adversarial network to transform driving images from the real domain into their canonical representations in the virtual domain. The model predicts vehicle control commands based on these transformations. It allows for independent training of real-to-virtual generators for multiple real datasets, enhancing the performance of control command predictions by eliminating domain shifts.
Another notable patent is "Structure correcting adversarial network for chest X-rays organ segmentation." This invention employs convolutional neural networks to generate pixel-level predictions of target classes in chest X-ray images. The method includes training a critic network with an input mask to guide the segmentation network in producing masks that are more consistent with learned higher-order structures.
Career Highlights
Xiaodan Liang is currently employed at Petuum Inc., where she continues to push the boundaries of innovation in her field. Her work has garnered attention for its practical applications and potential to improve safety and accuracy in both autonomous driving and medical diagnostics.
Collaborations
She collaborates with notable colleagues, including Eric Xing and Wei Dai, who contribute to her research and development efforts. Their combined expertise enhances the impact of her inventions.
Conclusion
Xiaodan Liang's contributions to technology and medicine exemplify the power of innovation in addressing complex challenges. Her patents reflect a commitment to advancing both artificial intelligence and healthcare solutions.