Search Results for author: Huadong Ma

Found 25 papers, 7 papers with code

G3R: Generating Rich and Fine-grained mmWave Radar Data from 2D Videos for Generalized Gesture Recognition

no code implementations23 Apr 2024 Kaikai Deng, Dong Zhao, Wenxin Zheng, Yue Ling, Kangwen Yin, Huadong Ma

Millimeter wave radar is gaining traction recently as a promising modality for enabling pervasive and privacy-preserving gesture recognition.

Gesture Recognition Privacy Preserving

Region-Aware Exposure Consistency Network for Mixed Exposure Correction

1 code implementation28 Feb 2024 Jin Liu, Huiyuan Fu, Chuanming Wang, Huadong Ma

Exposure correction aims to enhance images suffering from improper exposure to achieve satisfactory visual effects.

Learning Exposure Correction in Dynamic Scenes

no code implementations27 Feb 2024 Jin Liu, Bo wang, Chuanming Wang, Huiyuan Fu, Huadong Ma

While image exposure correction is a popular topic, the video counterpart is less explored in the literature.

Video Enhancement

Mutual Distillation Learning For Person Re-Identification

1 code implementation12 Jan 2024 Huiyuan Fu, Kuilong Cui, Chuanming Wang, Mengshi Qi, Huadong Ma

With the rapid advancements in deep learning technologies, person re-identification (ReID) has witnessed remarkable performance improvements.

Hard Attention Person Re-Identification

Uncovering the human motion pattern: Pattern Memory-based Diffusion Model for Trajectory Prediction

no code implementations5 Jan 2024 Yuxin Yang, Pengfei Zhu, Mengshi Qi, Huadong Ma

To uncover latent motion patterns in human behavior, we introduce a novel memory-based method, named Motion Pattern Priors Memory Network.

Autonomous Driving Retrieval +1

Multi-Stage Contrastive Regression for Action Quality Assessment

1 code implementation5 Jan 2024 Qi An, Mengshi Qi, Huadong Ma

In recent years, there has been growing interest in the video-based action quality assessment (AQA).

Action Quality Assessment Contrastive Learning +1

Efficient Cloud-edge Collaborative Inference for Object Re-identification

no code implementations4 Jan 2024 Chuanming Wang, Yuxin Yang, Mengshi Qi, Huadong Ma

Therefore, we pioneer a cloud-edge collaborative inference framework for ReID systems and particularly propose a distribution-aware correlation modeling network (DaCM) to make the desired image return to the cloud server as soon as possible via learning to model the spatial-temporal correlations among instances.

Collaborative Inference Object

VIoTGPT: Learning to Schedule Vision Tools towards Intelligent Video Internet of Things

no code implementations1 Dec 2023 Yaoyao Zhong, Mengshi Qi, Rui Wang, Yuhan Qiu, Yang Zhang, Huadong Ma

Video Internet of Things (VIoT) has shown full potential in collecting an unprecedented volume of video data.

Weakly-Supervised Temporal Action Localization by Inferring Salient Snippet-Feature

no code implementations22 Mar 2023 Wulian Yun, Mengshi Qi, Chuanming Wang, Huadong Ma

Weakly-supervised temporal action localization aims to locate action regions and identify action categories in untrimmed videos simultaneously by taking only video-level labels as the supervision.

Pseudo Label Weakly-supervised Temporal Action Localization +1

SGFormer: Semantic Graph Transformer for Point Cloud-based 3D Scene Graph Generation

no code implementations20 Mar 2023 Changsheng Lv, Mengshi Qi, Xia Li, Zhengyuan Yang, Huadong Ma

In this paper, we propose a novel model called SGFormer, Semantic Graph TransFormer for point cloud-based 3D scene graph generation.

3d scene graph generation Graph Embedding +3

Thinking Image Color Aesthetics Assessment: Models, Datasets and Benchmarks

1 code implementation ICCV 2023 Shuai He, Anlong Ming, Yaqi Li, Jinyuan Sun, Shuntian Zheng, Huadong Ma

We present a comprehensive study on a new task named image color aesthetics assessment (ICAA), which aims to assess color aesthetics based on human perception.

Image Quality Assessment

Dancing in the Dark: A Benchmark towards General Low-light Video Enhancement

1 code implementation ICCV 2023 Huiyuan Fu, Wenkai Zheng, Xicong Wang, Jiaxuan Wang, Heng Zhang, Huadong Ma

To address this issue, we design a camera system and collect a high-quality low-light video dataset with multiple exposures and cameras.

Video Enhancement

You Do Not Need Additional Priors or Regularizers in Retinex-Based Low-Light Image Enhancement

no code implementations CVPR 2023 Huiyuan Fu, Wenkai Zheng, Xiangyu Meng, Xin Wang, Chuanming Wang, Huadong Ma

The Retinex-based methods require decomposing the image into reflectance and illumination components, which is a highly ill-posed problem and there is no available ground truth.

Contrastive Learning Low-Light Image Enhancement +1

Coarse-to-Fine Video Denoising with Dual-Stage Spatial-Channel Transformer

no code implementations30 Apr 2022 Wulian Yun, Mengshi Qi, Chuanming Wang, Huiyuan Fu, Huadong Ma

Meanwhile, we design a Multi-Scale Residual Structure to preserve multiple aspects of information at different stages, which contains a Temporal Features Aggregation Module to summarize the dynamic representation.

Denoising Video Denoising

Learning to Help Emergency Vehicles Arrive Faster: A Cooperative Vehicle-Road Scheduling Approach

no code implementations20 Feb 2022 Lige Ding, Dong Zhao, Zhaofeng Wang, Guang Wang, Chang Tan, Lei Fan, Huadong Ma

The ever-increasing heavy traffic congestion potentially impedes the accessibility of emergency vehicles (EVs), resulting in detrimental impacts on critical services and even safety of people's lives.

Graph Attention Scheduling

SPAP: Simultaneous Demand Prediction and Planning for Electric Vehicle Chargers in a New City

1 code implementation18 Oct 2021 Yizong Wang, Dong Zhao, Yajie Ren, Desheng Zhang, Huadong Ma

A direct idea is to leverage the urban transfer learning paradigm to learn the knowledge from a source city, then exploit it to predict charging demands, and meanwhile determine locations and amounts of slow/fast chargers for charging stations in the target city.

Domain Adaptation Transfer Learning

Language Guided Networks for Cross-modal Moment Retrieval

no code implementations18 Jun 2020 Kun Liu, Huadong Ma, Chuang Gan

In this paper, we present Language Guided Networks (LGN), a new framework that leverages the sentence embedding to guide the whole process of moment retrieval.

Moment Retrieval Retrieval +3

A Real-time Action Representation with Temporal Encoding and Deep Compression

no code implementations17 Jun 2020 Kun Liu, Wu Liu, Huadong Ma, Mingkui Tan, Chuang Gan

Our method achieves clear improvements on UCF101 action recognition benchmark against state-of-the-art real-time methods by 5. 4% in terms of accuracy and 2 times faster in terms of inference speed with a less than 5MB storage model.

Action Recognition

MemNet: Memory-Efficiency Guided Neural Architecture Search with Augment-Trim learning

no code implementations22 Jul 2019 Peiye Liu, Bo Wu, Huadong Ma, Mingoo Seok

Recent studies on automatic neural architectures search have demonstrated significant performance, competitive to or even better than hand-crafted neural architectures.

Neural Architecture Search

PVSS: A Progressive Vehicle Search System for Video Surveillance Networks

no code implementations10 Jan 2019 Xinchen Liu, Wu Liu, Huadong Ma, Shuangqun Li

In this paper, a Progressive Vehicle Search System, named as PVSS, is designed to solve the above problems.

Attribute

KTAN: Knowledge Transfer Adversarial Network

no code implementations18 Oct 2018 Peiye Liu, Wu Liu, Huadong Ma, Tao Mei, Mingoo Seok

To transfer the knowledge of intermediate representations, we set high-level teacher feature maps as a target, toward which the student feature maps are trained.

Image Classification Knowledge Distillation +3

Generalized Zero-Shot Learning for Action Recognition with Web-Scale Video Data

no code implementations20 Oct 2017 Kun Liu, Wu Liu, Huadong Ma, Wenbing Huang, Xiongxiong Dong

Motivated by this, we study the task of action recognition in surveillance video under a more realistic \emph{generalized zero-shot setting}, where testing data contains both seen and unseen classes.

Action Recognition Generalized Zero-Shot Learning +1

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