1 code implementation • 11 Mar 2024 • Jiahe Li, Jiawei Zhang, Xiao Bai, Jin Zheng, Xin Ning, Jun Zhou, Lin Gu
Our motivation stems from the highly efficient representation and surprising quality of the recent 3D Gaussian Splatting, despite it will encounter a geometry degradation when input views decrease.
no code implementations • 26 Jan 2024 • Songsong Tian, Lusi Li, Weijun Li, Hang Ran, Li Li, Xin Ning
In this paper, we propose a novel approach called Prompt Learning for FSCIL (PL-FSCIL), which harnesses the power of prompts in conjunction with a pre-trained Vision Transformer (ViT) model to address the challenges of FSCIL effectively.
no code implementations • 5 Nov 2023 • Huang Zhang, Changshuo Wang, Shengwei Tian, Baoli Lu, Liping Zhang, Xin Ning, Xiao Bai
Point cloud classification is the basis of point cloud analysis, and many deep learning-based methods have been widely used in this task.
no code implementations • 1 Nov 2023 • Enhao Ning, Changshuo Wang, Huang Zhangc, Xin Ning, Prayag Tiwari
Person re-identification (Re-ID) technology plays an increasingly crucial role in intelligent surveillance systems.
no code implementations • 10 Sep 2023 • Pengcheng Zhang, Xiao Bai, Jin Zheng, Xin Ning
This enables independent learning for different objectives thus fully decoupled the model for persons earch.
1 code implementation • 7 Jul 2023 • Tianqi Li, Guansong Pang, Xiao Bai, Jin Zheng, Lei Zhou, Xin Ning
Open-Set Recognition (OSR) is dedicated to addressing the unknown class issue, but existing OSR methods are not designed to model the semantic information of the unseen classes.
no code implementations • 17 Apr 2023 • Songsong Tian, Lusi Li, Weijun Li, Hang Ran, Xin Ning, Prayag Tiwari
Overall, this paper offers a comprehensive analysis of the latest advances in FSCIL from a methodological, performance, and application perspective.
no code implementations • 25 Oct 2021 • Liping Zhang, Weijun Li, Linjun Sun, Lina Yu, Xin Ning, Xiaoli Dong, Jian Xu, Hong Qin
First, we propose an explicit model (EmFace) for human face representation in the form of a finite sum of mathematical terms, where each term is an analytic function element.
no code implementations • 14 Feb 2021 • Ziheng Chen, Jin Huang, Hongshik Ahn, Xin Ning
We consider the problem of costly feature classification, where we sequentially select the subset of features to make a balance between the classification error and the feature cost.
no code implementations • 3 Aug 2020 • Liping Zhang, Weijun Li, Lina Yu, Xiaoli Dong, Linjun Sun, Xin Ning, Jian Xu, Hong Qin
The GmNet is then designed using Gaussian functions as neurons, with parameters that correspond to each of the parameters of GmFace in order to transform the problem of GmFace parameter solving into a network optimization problem of GmNet.
no code implementations • 16 Apr 2020 • Liping Zhang, Weijun Li, Xin Ning
In this work, we propose a finger vein-specific local feature descriptors based physiological characteristic of finger vein patterns, i. e., histogram of oriented physiological Gabor responses (HOPGR), for finger vein recognition.
no code implementations • 15 Apr 2020 • Xin Ning, Shaohui Xu, Xiaoli Dong, Weijun Li, Fangzhe Nan, Yuanzhou Yao
To overcome the limitations of a single network in new attribute synthesis, a continuous learning method for face attribute synthesis is proposed in this work.