Search Results for author: Junying Huang

Found 3 papers, 2 papers with code

Enhancing Prototypical Few-Shot Learning by Leveraging the Local-Level Strategy

no code implementations • 8 Nov 2021 • Junying Huang, Fan Chen, Keze Wang, Liang Lin, Dongyu Zhang

Aiming at recognizing the samples from novel categories with few reference samples, few-shot learning (FSL) is a challenging problem.

Ranked #40 on Few-Shot Image Classification on Mini-Imagenet 5-way (1-shot)

Few-Shot Image Classification Few-Shot Learning +1

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Instant Response Few-shot Object Detection with Meta Strategy and Explicit Localization Inference

1 code implementation • 26 Oct 2021 • Junying Huang, Fan Chen, Sibo Huang, Dongyu Zhang

Specifically, we first propose two simple but effective meta-strategies for the box classifier and RPN module to enable the object detection of novel categories with instant response.

Ranked #19 on Few-Shot Object Detection on MS-COCO (10-shot)

Few-Shot Learning Few-Shot Object Detection +2

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VisDrone-DET2019: The Vision Meets Drone Object Detection in Image Challenge Results

1 code implementation • International Conference on Computer Vision Workshops 2019 • Dawei Du, Pengfei Zhu, Longyin Wen, Xiao Bian, Haibin Lin, QinGhua Hu, Tao Peng, Jiayu Zheng, Xinyao Wang, Yue Zhang, Liefeng Bo, Hailin Shi, Rui Zhu, Aashish Kumar, Aijin Li, Almaz Zinollayev, Anuar Askergaliyev, Arne Schumann, Binjie Mao, Byeongwon Lee, Chang Liu, Changrui Chen, Chunhong Pan, Chunlei Huo, Da Yu, Dechun Cong, Dening Zeng, Dheeraj Reddy Pailla, Di Li, Dong Wang, Donghyeon Cho, Dongyu Zhang, Furui Bai, George Jose, Guangyu Gao, Guizhong Liu, Haitao Xiong, Hao Qi, Haoran Wang, Heqian Qiu, Hongliang Li, Huchuan Lu, Ildoo Kim, Jaekyum Kim, Jane Shen, Jihoon Lee, Jing Ge, Jingjing Xu, Jingkai Zhou, Jonas Meier, Jun Won Choi, Junhao Hu, Junyi Zhang, Junying Huang, Kaiqi Huang, Keyang Wang, Lars Sommer, Lei Jin, Lei Zhang

Results of 33 object detection algorithms are presented.

Object object-detection +1

12,662

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