no code implementations • 2 Apr 2024 • Tianhao Zhao, Yongcan Chen, Yu Wu, Tianyang Liu, Bo Du, Peilun Xiao, Shi Qiu, Hongda Yang, Guozhen Li, Yi Yang, Yutian Lin
In the first stage, we train a BEV autoencoder to reconstruct the BEV segmentation maps given corrupted noisy latent representation, which urges the decoder to learn fundamental knowledge of typical BEV patterns.
no code implementations • 21 Jan 2024 • Yunke Wang, Linwei Tao, Bo Du, Yutian Lin, Chang Xu
Adversarial Imitation Learning (AIL) allows the agent to reproduce expert behavior with low-dimensional states and actions.
no code implementations • 16 Feb 2023 • Zhihao Qian, Yutian Lin, Bo Du
In this paper, we propose a Patch-Mixed Cross-Modality framework (PMCM), where two images of the same person from two modalities are split into patches and stitched into a new one for model learning.
no code implementations • 4 Nov 2021 • Xiaoyang Guo, Tianhao Zhao, Yutian Lin, Bo Du
In this way, the model could access more variant data samples of an instance and keep predicting invariant discriminative representations for them.
2 code implementations • 16 Aug 2021 • Tianyang Liu, Yutian Lin, Bo Du
State-of-the-art unsupervised re-ID methods usually follow a clustering-based strategy, which generates pseudo labels by clustering and maintains a memory to store instance features and represent the centroid of the clusters for contrastive learning.
1 code implementation • 23 Nov 2020 • Zheng Wang, Xin Yuan, Toshihiko Yamasaki, Yutian Lin, Xin Xu, Wenjun Zeng
In essence, current re-ID overemphasizes the importance of retrieval but underemphasizes that of verification, \textit{i. e.}, all returned images are considered as the target.
1 code implementation • CVPR 2020 • Yutian Lin, Lingxi Xie, Yu Wu, Chenggang Yan, Qi Tian
Person re-identification (re-ID) is an important topic in computer vision.
no code implementations • CVPR 2018 • Yu Wu, Yutian Lin, Xuanyi Dong, Yan Yan, Wanli Ouyang, Yi Yang
We focus on the one-shot learning for video-based person re-Identification (re-ID).
2 code implementations • 21 Mar 2017 • Yutian Lin, Liang Zheng, Zhedong Zheng, Yu Wu, Zhilan Hu, Chenggang Yan, Yi Yang
Person re-identification (re-ID) and attribute recognition share a common target at learning pedestrian descriptions.
Ranked #75 on Person Re-Identification on DukeMTMC-reID