Multi-Layer Pseudo-Siamese Biaffine Model for Dependency Parsing

1 code implementation • COLING 2022 • Ziyao Xu, Houfeng Wang, Bingdong Wang

However, previous work only used the biaffine method at the end of the dependency parser as a scorer, and its application in multi-layer form is ignored.

Dependency Parsing

SparseAD: Sparse Query-Centric Paradigm for Efficient End-to-End Autonomous Driving

no code implementations • 10 Apr 2024 • Diankun Zhang, Guoan Wang, Runwen Zhu, Jianbo Zhao, Xiwu Chen, Siyu Zhang, Jiahao Gong, Qibin Zhou, Wenyuan Zhang, Ningzi Wang, Feiyang Tan, Hangning Zhou, Ziyao Xu, Haotian Yao, Chi Zhang, Xiaojun Liu, Xiaoguang Di, Bin Li

End-to-End paradigms use a unified framework to implement multi-tasks in an autonomous driving system.

Autonomous Driving motion prediction

MacFormer: Map-Agent Coupled Transformer for Real-time and Robust Trajectory Prediction

no code implementations • 20 Aug 2023 • Chen Feng, Hangning Zhou, Huadong Lin, Zhigang Zhang, Ziyao Xu, Chi Zhang, Boyu Zhou, Shaojie Shen

Predicting the future behavior of agents is a fundamental task in autonomous vehicle domains.

Trajectory Prediction

GaitFormer: Revisiting Intrinsic Periodicity for Gait Recognition

no code implementations • 25 Jul 2023 • Qian Wu, Ruixuan Xiao, Kaixin Xu, Jingcheng Ni, Boxun Li, Ziyao Xu

The second component is the Temporal Aggregation Module (TAM), which separates embeddings into trend and seasonal components, and extracts meaningful temporal correlations to identify primary components, while filtering out random noise.

Gait Recognition

You Only Need Two Detectors to Achieve Multi-Modal 3D Multi-Object Tracking

1 code implementation • 18 Apr 2023 • Xiyang Wang, Chunyun Fu, JiaWei He, Mingguang Huang, Ting Meng, Siyu Zhang, Hangning Zhou, Ziyao Xu, Chi Zhang

In the classical tracking-by-detection (TBD) paradigm, detection and tracking are separately and sequentially conducted, and data association must be properly performed to achieve satisfactory tracking performance.

3D Multi-Object Tracking Object +3

TENET: Transformer Encoding Network for Effective Temporal Flow on Motion Prediction

no code implementations • 30 Jun 2022 • Yuting Wang, Hangning Zhou, Zhigang Zhang, Chen Feng, Huadong Lin, Chaofei Gao, Yizhi Tang, Zhenting Zhao, Shiyu Zhang, Jie Guo, Xuefeng Wang, Ziyao Xu, Chi Zhang

This technical report presents an effective method for motion prediction in autonomous driving.

Motion Forecasting motion prediction +1

NTIRE 2022 Challenge on High Dynamic Range Imaging: Methods and Results

no code implementations • 25 May 2022 • Eduardo Pérez-Pellitero, Sibi Catley-Chandar, Richard Shaw, Aleš Leonardis, Radu Timofte, Zexin Zhang, Cen Liu, Yunbo Peng, Yue Lin, Gaocheng Yu, Jin Zhang, Zhe Ma, Hongbin Wang, Xiangyu Chen, Xintao Wang, Haiwei Wu, Lin Liu, Chao Dong, Jiantao Zhou, Qingsen Yan, Song Zhang, Weiye Chen, Yuhang Liu, Zhen Zhang, Yanning Zhang, Javen Qinfeng Shi, Dong Gong, Dan Zhu, Mengdi Sun, Guannan Chen, Yang Hu, Haowei Li, Baozhu Zou, Zhen Liu, Wenjie Lin, Ting Jiang, Chengzhi Jiang, Xinpeng Li, Mingyan Han, Haoqiang Fan, Jian Sun, Shuaicheng Liu, Juan Marín-Vega, Michael Sloth, Peter Schneider-Kamp, Richard Röttger, Chunyang Li, Long Bao, Gang He, Ziyao Xu, Li Xu, Gen Zhan, Ming Sun, Xing Wen, Junlin Li, Shuang Feng, Fei Lei, Rui Liu, Junxiang Ruan, Tianhong Dai, Wei Li, Zhan Lu, Hengyan Liu, Peian Huang, Guangyu Ren, Yonglin Luo, Chang Liu, Qiang Tu, Fangya Li, Ruipeng Gang, Chenghua Li, Jinjing Li, Sai Ma, Chenming Liu, Yizhen Cao, Steven Tel, Barthelemy Heyrman, Dominique Ginhac, Chul Lee, Gahyeon Kim, Seonghyun Park, An Gia Vien, Truong Thanh Nhat Mai, Howoon Yoon, Tu Vo, Alexander Holston, Sheir Zaheer, Chan Y. Park

The challenge is composed of two tracks with an emphasis on fidelity and complexity constraints: In Track 1, participants are asked to optimize objective fidelity scores while imposing a low-complexity constraint (i. e. solutions can not exceed a given number of operations).

Image Restoration Vocal Bursts Intensity Prediction

The hybrid dimensional representation of permeability tensor: a reinterpretation of the discrete fracture model and its extension on nonconforming meshes

1 code implementation • 29 Jan 2021 • Ziyao Xu, Yang Yang

The discrete fracture model (DFM) has been widely used in the simulation of fluid flow in fractured porous media.

Numerical Analysis Numerical Analysis

The Hybrid-dimensional Darcy's Law: A Reinterpreted Discrete Fracture Model for Fracture and Barrier Networks on Non-conforming Meshes

no code implementations • 29 Jan 2021 • Ziyao Xu, Zhaoqin Huang, Yang Yang

In this paper, we extend the reinterpreted discrete fracture model for flow simulation of fractured porous media containing flow blocking barriers on non-conforming meshes.

Numerical Analysis Numerical Analysis

Research on AI Composition Recognition Based on Music Rules

no code implementations • 15 Oct 2020 • Yang Deng, Ziyao Xu, Li Zhou, Huanping Liu, Anqi Huang

Starting from the essence of the music, the article constructs a music-rule-identifying algorithm through extracting modes, which will identify the stability of the mode of machine-generated music, to judge whether it is artificial intelligent.

Iterative Distance-Aware Similarity Matrix Convolution with Mutual-Supervised Point Elimination for Efficient Point Cloud Registration

1 code implementation • ECCV 2020 • Jiahao Li, Changhao Zhang, Ziyao Xu, Hangning Zhou, Chi Zhang

In this paper, we propose a novel learning-based pipeline for partially overlapping 3D point cloud registration.

Computational Efficiency Point Cloud Registration