1 code implementation • 16 Nov 2022 • Haoxing Chen, Zhangxuan Gu, Yaohui Li, Jun Lan, Changhua Meng, Weiqiang Wang, Huaxiong Li
The MGD effectively applies distinct convolution to the foreground and background, learning the representations of foreground and background regions as well as their correlations to the global harmonization, facilitating local visual consistency for the images much more efficiently.
Ranked #1 on Image Harmonization on HAdobe5k(1024$\times$1024)
1 code implementation • 16 Jul 2022 • Zizheng Huang, Haoxing Chen, Ziqi Wen, Chao Zhang, Huaxiong Li, Bo wang, Chunlin Chen
Contrastive learning (CL) continuously achieves significant breakthroughs across multiple domains.
1 code implementation • 13 Dec 2021 • Haoxing Chen, Huaxiong Li, Yaohui Li, Chunlin Chen
Under the guidance of attribute modality, our method can learn enhanced semantic-aware representation for classification.
1 code implementation • 27 Sep 2021 • Haoxing Chen, Huaxiong Li, Yaohui Li, Chunlin Chen
Finally, we propose using an image patch-matching module to calculate the distance between dense local representations, thus determining which category the query image belongs to in the support set.
Ranked #16 on Few-Shot Image Classification on FC100 5-way (1-shot)
no code implementations • 21 Mar 2021 • Haoxing Chen, Huaxiong Li, Yaohui Li, Chunlin Chen
Moreover, a Multi-level Metric Learning (MML) method is proposed, which not only calculates the pixel-level similarity but also considers the similarity of part-level features and global-level features.
no code implementations • 21 Mar 2021 • Yaohui Li, Huaxiong Li, Haoxing Chen, Chunlin Chen
Few-shot image classification aims at recognizing unseen categories with a small number of labeled training data.
no code implementations • 30 Nov 2020 • Haoxing Chen, Huaxiong Li, Yaohui Li, Chunlin Chen
Then, an adaptive task attention module is proposed to select the most important LRs among the entire task.
no code implementations • 19 Feb 2019 • Chen Change Loy, Dahua Lin, Wanli Ouyang, Yuanjun Xiong, Shuo Yang, Qingqiu Huang, Dongzhan Zhou, Wei Xia, Quanquan Li, Ping Luo, Junjie Yan, Jian-Feng Wang, Zuoxin Li, Ye Yuan, Boxun Li, Shuai Shao, Gang Yu, Fangyun Wei, Xiang Ming, Dong Chen, Shifeng Zhang, Cheng Chi, Zhen Lei, Stan Z. Li, Hongkai Zhang, Bingpeng Ma, Hong Chang, Shiguang Shan, Xilin Chen, Wu Liu, Boyan Zhou, Huaxiong Li, Peng Cheng, Tao Mei, Artem Kukharenko, Artem Vasenin, Nikolay Sergievskiy, Hua Yang, Liangqi Li, Qiling Xu, Yuan Hong, Lin Chen, Mingjun Sun, Yirong Mao, Shiying Luo, Yongjun Li, Ruiping Wang, Qiaokang Xie, Ziyang Wu, Lei Lu, Yiheng Liu, Wengang Zhou
This paper presents a review of the 2018 WIDER Challenge on Face and Pedestrian.