no code implementations • 17 May 2024 • Mingxiang Fu, Yu Song, Jiameng Lv, Liang Cao, Peng Jia, Nan Li, Xiangru Li, Jifeng Liu, A-Li Luo, Bo Qiu, Shiyin Shen, Liangping Tu, Lili Wang, Shoulin Wei, Haifeng Yang, Zhenping Yi, Zhiqiang Zou
Hence, as an example to present how to overcome the issue, we built a framework for general analysis of galaxy images, based on a large vision model (LVM) plus downstream tasks (DST), including galaxy morphological classification, image restoration, object detection, parameter extraction, and more.
no code implementations • 12 Sep 2023 • Ng Shyh-Chang, A-Li Luo, Bo Qiu
We further show that using the Eckart-Young theorem for truncated singular value decomposition of the weight matrix for every NN layer, we can illuminate the nature of the latent space manifold of the training dataset encoded and represented by every NN layer, and the geometric nature of the mathematical operations performed by each NN layer.
no code implementations • 17 May 2023 • Guiyu Zhao, Bo Qiu, A-Li Luo, XIAOYU GUO, Lin Yao, Kun Wang, Yuanbo Liu
The Wide-field Infrared Survey Explorer (WISE) has detected hundreds of millions of sources over the entire sky.