Search Results for author: Li Huang

Found 20 papers, 5 papers with code

The Treasure Beneath Multiple Annotations: An Uncertainty-aware Edge Detector

1 code implementation CVPR 2023 Caixia Zhou, Yaping Huang, Mengyang Pu, Qingji Guan, Li Huang, Haibin Ling

Deep learning-based edge detectors heavily rely on pixel-wise labels which are often provided by multiple annotators.

Edge Detection

Incorporating Interactive Facts for Stock Selection via Neural Recursive ODEs

no code implementations28 Oct 2022 Qiang Gao, Xinzhu Zhou, Kunpeng Zhang, Li Huang, Siyuan Liu, Fan Zhou

Stock selection attempts to rank a list of stocks for optimizing investment decision making, aiming at minimizing investment risks while maximizing profit returns.

Decision Making

Cutting-Splicing data augmentation: A novel technology for medical image segmentation

no code implementations17 Oct 2022 Lianting Hu, Huiying Liang, Jiajie Tang, Xin Li, Li Huang, Long Lu

Background: Medical images are more difficult to acquire and annotate than natural images, which results in data augmentation technologies often being used in medical image segmentation tasks.

Data Augmentation Image Segmentation +4

Human-Level Control through Directly-Trained Deep Spiking Q-Networks

1 code implementation13 Dec 2021 Guisong Liu, Wenjie Deng, Xiurui Xie, Li Huang, Huajin Tang

Specifically, we propose a directly-trained deep spiking reinforcement learning architecture based on the Leaky Integrate-and-Fire (LIF) neurons and Deep Q-Network (DQN).

Atari Games reinforcement-learning +1

Real-Time Anchor-Free Single-Stage 3D Detection with IoU-Awareness

no code implementations29 Jul 2021 Runzhou Ge, Zhuangzhuang Ding, Yihan Hu, Wenxin Shao, Li Huang, Kun Li, Qiang Liu

Extended from our last year's award-winning model AFDet, we have made a handful of modifications to the base model, to improve the accuracy and at the same time to greatly reduce the latency.

Data Augmentation

1st Place Solution for Waymo Open Dataset Challenge -- 3D Detection and Domain Adaptation

no code implementations28 Jun 2020 Zhuangzhuang Ding, Yihan Hu, Runzhou Ge, Li Huang, Sijia Chen, Yu Wang, Jie Liao

We proposed a one-stage, anchor-free and NMS-free 3D point cloud object detector AFDet, using object key-points to encode the 3D attributes, and to learn an end-to-end point cloud object detection without the need of hand-engineering or learning the anchors.

Domain Adaptation Object +2

1st Place Solutions for Waymo Open Dataset Challenges -- 2D and 3D Tracking

no code implementations28 Jun 2020 Yu Wang, Sijia Chen, Li Huang, Runzhou Ge, Yihan Hu, Zhuangzhuang Ding, Jie Liao

This technical report presents the online and real-time 2D and 3D multi-object tracking (MOT) algorithms that reached the 1st places on both Waymo Open Dataset 2D tracking and 3D tracking challenges.

3D Multi-Object Tracking

AFDet: Anchor Free One Stage 3D Object Detection

6 code implementations23 Jun 2020 Runzhou Ge, Zhuangzhuang Ding, Yihan Hu, Yu Wang, Sijia Chen, Li Huang, Yuan Li

High-efficiency point cloud 3D object detection operated on embedded systems is important for many robotics applications including autonomous driving.

3D Object Detection Autonomous Driving +2

Patient Clustering Improves Efficiency of Federated Machine Learning to predict mortality and hospital stay time using distributed Electronic Medical Records

no code implementations22 Mar 2019 Li Huang, Dianbo Liu

Electronic medical records (EMRs) supports the development of machine learning algorithms for predicting disease incidence, patient response to treatment, and other healthcare events.

BIG-bench Machine Learning Clustering

Naturalness Sum Rules and Their Collider Tests

1 code implementation5 Nov 2018 Csaba Csáki, Felipe Ferreira De Freitas, Li Huang, Teng Ma, Maxim Perelstein, Jing Shu

We present the most general sum rules reflecting the cancellation of ultraviolet divergences in the Higgs potential in weakly-coupled, natural extensions of the Standard Model.

High Energy Physics - Phenomenology

Web-Scale Responsive Visual Search at Bing

no code implementations14 Feb 2018 Houdong Hu, Yan Wang, Linjun Yang, Pavel Komlev, Li Huang, Xi Chen, Jiapei Huang, Ye Wu, Meenaz Merchant, Arun Sacheti

In this paper, we introduce a web-scale general visual search system deployed in Microsoft Bing.

Learning-To-Rank

Recommender Engine for Continuous Time Quantum Monte Carlo Methods

no code implementations6 Dec 2016 Li Huang, Yi-feng Yang, Lei Wang

Exploiting the quantum to classical mapping inherent in the continuous-time quantum Monte Carlo methods, we construct a classical molecular gas model to reproduce the quantum distributions.

Recommendation Systems

Accelerate Monte Carlo Simulations with Restricted Boltzmann Machines

no code implementations10 Oct 2016 Li Huang, Lei Wang

Despite their exceptional flexibility and popularity, the Monte Carlo methods often suffer from slow mixing times for challenging statistical physics problems.

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