1 code implementation • 15 Jun 2022 • Minkyu Choi, Yizhen Zhang, Kuan Han, Xiaokai Wang, Zhongming Liu
Compared to human vision, computer vision based on convolutional neural networks (CNN) are more vulnerable to adversarial noises.
no code implementations • NeurIPS 2021 • Yizhen Zhang, Minkyu Choi, Kuan Han, Zhongming Liu
After training, the language stream of this model is a stand-alone language model capable of embedding concepts in a visually grounded semantic space.
1 code implementation • 17 Jul 2018 • Himanshu Sharma, Chengsheng Mao, Yizhen Zhang, Haleh Vatani, Liang Yao, Yizhen Zhong, Luke Rasmussen, Guoqian Jiang, Jyotishman Pathak, Yuan Luo
Our system facilitates portable phenotyping of obesity and its 15 comorbidities based on the unstructured patient discharge summaries, while achieving a performance that often ranked among the top 10 of the challenge participants.
1 code implementation • NeurIPS 2018 • Kuan Han, Haiguang Wen, Yizhen Zhang, Di Fu, Eugenio Culurciello, Zhongming Liu
When unfolded over time, the recurrent processing gives rise to an increasingly deeper hierarchy of non-linear transformation, allowing a shallow network to dynamically extend itself into an arbitrarily deep network.
no code implementations • ICML 2018 • Haiguang Wen, Kuan Han, Junxing Shi, Yizhen Zhang, Eugenio Culurciello, Zhongming Liu
Given image input, PCN runs recursive cycles of bottom-up and top-down computation to update its internal representations and reduce the difference between bottom-up input and top-down prediction at every layer.