Search Results for author: Huizhong Chen

Found 7 papers, 3 papers with code

ParGANDA: Making Synthetic Pedestrians A Reality For Object Detection

no code implementations21 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

AdaMV-MoE: Adaptive Multi-Task Vision Mixture-of-Experts

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.

Instance Segmentation Multi-Task Learning +3

Efficient Image Representation Learning with Federated Sampled Softmax

no code implementations9 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.

Descriptive Federated Learning +1

A Simple Single-Scale Vision Transformer for Object Localization and Instance Segmentation

3 code implementations17 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.

Image Classification Instance Segmentation +6

Sky Optimization: Semantically aware image processing of skies in low-light photography

1 code implementation15 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.

What's in a Name? First Names as Facial Attributes

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.

Age Classification Attribute

Describing Clothing by Semantic Attributes

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.

Attribute Clothing Attribute Recognition

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