1 code implementation • CVPR 2024 • Yuqi Wang, Yuntao Chen, Xingyu Liao, Lue Fan, Zhaoxiang Zhang
In this work, we address this limitation by studying camera-based 3D panoptic segmentation, aiming to achieve a unified occupancy representation for camera-only 3D scene understanding.
1 code implementation • 12 Jun 2023 • Tianhe Ren, Shilong Liu, Feng Li, Hao Zhang, Ailing Zeng, Jie Yang, Xingyu Liao, Ding Jia, Hongyang Li, He Cao, Jianan Wang, Zhaoyang Zeng, Xianbiao Qi, Yuhui Yuan, Jianwei Yang, Lei Zhang
To address this issue, we develop a unified, highly modular, and lightweight codebase called detrex, which supports a majority of the mainstream DETR-based instance recognition algorithms, covering various fundamental tasks, including object detection, segmentation, and pose estimation.
no code implementations • 21 Apr 2023 • Juexiao Zhou, Xiaonan He, Liyuan Sun, Jiannan Xu, Xiuying Chen, Yuetan Chu, Longxi Zhou, Xingyu Liao, Bin Zhang, Xin Gao
Skin and subcutaneous diseases rank high among the leading contributors to the global burden of nonfatal diseases, impacting a considerable portion of the population.
1 code implementation • F1000Research 2023 • Xiaopeng Xu, Juexiao Zhou, Chen Zhu, Qing Zhan, Zhongxiao Li, Ruochi Zhang, Yu Wang, Xingyu Liao, Xin Gao
The SGPT-RL method achieved better results than Reinvent on the ACE2 task, where molecular docking was used as the optimization goal.
no code implementations • 25 Feb 2023 • Hao Zhang, Hongyang Li, Ailing Zeng, Feng Li, Shilong Liu, Xingyu Liao, Lei Zhang
To address the second issue, we introduce an auxiliary learning task called Depth-aware Negative Suppression loss.
1 code implementation • 20 Feb 2023 • Juexiao Zhou, Haoyang Li, Xingyu Liao, Bin Zhang, Wenjia He, Zhongxiao Li, Longxi Zhou, Xin Gao
Revoking personal private data is one of the basic human rights, which has already been sheltered by several privacy-preserving laws in many countries.
3 code implementations • 11 Aug 2021 • Lingxiao He, Wu Liu, Jian Liang, Kecheng Zheng, Xingyu Liao, Peng Cheng, Tao Mei
Instead, we aim to explore multiple labeled datasets to learn generalized domain-invariant representations for person re-id, which is expected universally effective for each new-coming re-id scenario.
Ranked #3 on Person Re-Identification on Market-1501 (using extra training data)
Generalizable Person Re-identification Knowledge Distillation +1
1 code implementation • ICCV 2021 • Min Ren, Lingxiao He, Xingyu Liao, Wu Liu, Yunlong Wang, Tieniu Tan
In this paper, we propose a novel Instance-level and Spatial-Temporal Disentangled Re-ID method (InSTD), to improve Re-ID accuracy.
Ranked #14 on Person Re-Identification on DukeMTMC-reID
no code implementations • 19 Aug 2020 • Boqiang Xu, Lingxiao He, Xingyu Liao, Wu Liu, Zhenan Sun, Tao Mei
Given the input person image, the ensemble method would focus on the head-shoulder feature by assigning a larger weight if the individual insides the image is in black clothing.
3 code implementations • 4 Jun 2020 • Lingxiao He, Xingyu Liao, Wu Liu, Xinchen Liu, Peng Cheng, Tao Mei
General Instance Re-identification is a very important task in the computer vision, which can be widely used in many practical applications, such as person/vehicle re-identification, face recognition, wildlife protection, commodity tracing, and snapshop, etc.. To meet the increasing application demand for general instance re-identification, we present FastReID as a widely used software system in JD AI Research.
Ranked #1 on Person Re-Identification on MSMT17-C
1 code implementation • 31 Jan 2020 • Vijay Singh, Uthpala Herath, Benny Wah, Xingyu Liao, Aldo H. Romero, Hyowon Park
The existence of this library allows developers of other DFT codes to interface with our package and achieve the charge-self-consistency within DFT+DMFT loops.
Strongly Correlated Electrons
3 code implementations • 19 Jun 2019 • Hao Luo, Wei Jiang, Youzhi Gu, Fuxu Liu, Xingyu Liao, Shenqi Lai, Jianyang Gu
The present study collects and evaluates these effective training tricks in person ReID.
Ranked #47 on Person Re-Identification on DukeMTMC-reID
no code implementations • ICCV 2019 • Lingxiao He, Yinggang Wang, Wu Liu, Xingyu Liao, He Zhao, Zhenan Sun, Jiashi Feng
FPR uses the error from robust reconstruction over spatial pyramid features to measure similarities between two persons.
8 code implementations • 17 Mar 2019 • Hao Luo, Youzhi Gu, Xingyu Liao, Shenqi Lai, Wei Jiang
In the literature, some effective training tricks are briefly appeared in several papers or source codes.
Ranked #2 on Person Re-Identification on UAV-Human
no code implementations • 12 Jul 2018 • Xingyu Liao, Lingxiao He, Zhouwang Yang, Chi Zhang
Video-based person re-identification (ReID) is a challenging problem, where some video tracks of people across non-overlapping cameras are available for matching.