3 code implementations • 17 Dec 2021 • Wuyang Chen, Xianzhi Du, Fan Yang, Lucas Beyer, Xiaohua Zhai, Tsung-Yi Lin, Huizhong Chen, Jing Li, Xiaodan Song, Zhangyang Wang, Denny Zhou
In this paper, we comprehensively study three architecture design choices on ViT -- spatial reduction, doubled channels, and multiscale features -- and demonstrate that a vanilla ViT architecture can fulfill this goal without handcrafting multiscale features, maintaining the original ViT design philosophy.
1 code implementation • ICCV 2023 • Tianlong Chen, Xuxi Chen, Xianzhi Du, Abdullah Rashwan, Fan Yang, Huizhong Chen, Zhangyang Wang, Yeqing Li
Instead of compressing multiple tasks' knowledge into a single model, MoE separates the parameter space and only utilizes the relevant model pieces given task type and its input, which provides stabilized MTL training and ultra-efficient inference.
1 code implementation • 15 Jun 2020 • Orly Liba, Longqi Cai, Yun-Ta Tsai, Elad Eban, Yair Movshovitz-Attias, Yael Pritch, Huizhong Chen, Jonathan T. Barron
The sky is a major component of the appearance of a photograph, and its color and tone can strongly influence the mood of a picture.
no code implementations • CVPR 2013 • Huizhong Chen, Andrew C. Gallagher, Bernd Girod
We show that describing people in terms of similarity to a vector of possible first names is a powerful description of facial appearance that can be used for face naming and building facial attribute classifiers.
no code implementations • 9 Mar 2022 • Sagar M. Waghmare, Hang Qi, Huizhong Chen, Mikhail Sirotenko, Tomer Meron
This work creates a possibility for efficiently learning image representations on decentralized data with a large number of classes under the federated setting.
no code implementations • 21 Jul 2023 • Daria Reshetova, Guanhang Wu, Marcel Puyat, Chunhui Gu, Huizhong Chen
Object detection is the key technique to a number of Computer Vision applications, but it often requires large amounts of annotated data to achieve decent results.
Generative Adversarial Network Image-to-Image Translation +4
no code implementations • ECCV 2012 • Huizhong Chen, Andrew Gallagher, Bernd Girod
Describing clothing appearance with semantic attributes is an appealing technique for many important applications.