Youwei Pang

Ph.D. Student from IIAU LAB (DUT) for CV and AI.

👋 I'm seeking postdoc opportunities.

👋 About Me

I work very closely with my best friend, Xiaoqi Zhao, on most of my projects.

Research Interests

My current research interests include Deep Learning, Computer Vision, and Neural Network Design.

In particular, I focus on:
  • Architecture Design: CNN, Transformer, Unified Architecture
  • Human-Centered Scene Analysis: Crowd Counting
  • Remote Sense Image Analysis: Remote Sense Change Detection
  • Human Visual Attention: Salient and Camouflaged Object Perception
  • Context-depend Concept Perception: Salient, Camouflaged, Shadow, Transparent, Abnormal
  • Industrial X-ray/CT Machine Vision (Ai4Industury): Lithium Battery, FPCA, Auto Parts
  • Medical Lesion Segmentation: Colon Polyp, COVID-19, Breast, Skin
  • Learning Paradigm: Multi-Task Learning, Multi-Modal Learning (Vision/Depth/Thermal/Text/Video)

📢 News

  • 2 paper accepted in CVPR 2024.
  • 2 paper accepted in IJCV 2024.
  • 1 paper accepted in ICCV 2023.
  • 1 paper accepted in IEEE TIP 2023.
  • 1 paper accepted in IEEE TIP 2022.
  • 1 paper accepted in PRCV 2022.
  • 1 paper accepted in CVPR 2022.
  • 1 paper accepted in AAAI 2022 (~15%[1349/9020]) .
  • 1 paper accepted in ACMMM 2021 (oral ~9%[179/1942]) .
  • 3 papers accepted in ECCV 2020 (1 oral ~2%[104/5025]) .
  • 1 paper accepted in CVPR 2020.

💻 Project

Stars Name Description
GitHub Repo stars Hands-on-Docker (中文) 一份详尽的 Docker 使用指南。
GitHub Repo stars Awesome-Class-Activation-Map An awesome list of papers and tools about the class activation map (CAM) technology.
GitHub Repo stars PyTorchTricks Some tricks of pytorch…
GitHub Repo stars MethodsCmp A Simple Toolkit for Counting the FLOPs/MACs, Parameters and FPS of Pytorch-based Methods.
GitHub Repo stars PySODEvalToolkit A Python-based salient object detection and video object segmentation evaluation toolbox.
GitHub Repo stars PySODMetrics A simple and efficient implementation of SOD metrcis.
GitHub Repo stars PyLoss Some loss functions for deeplearning.
GitHub Repo stars OpticalFlowBasedVOS A simple and efficient codebase for the optical flow based video object segmentation.
GitHub Repo stars CoSaliencyProj A project for co-saliency detection. Some codes are borrowed from ICNet (NIPS2020).
GitHub Repo stars RunIt A simple program scheduler for your code on different devices.
GitHub Repo stars RegisterIt Register it: A more flexible register for the DeepLearning project.
GitHub Repo stars mssim.pytorch A better pytorch-based implementation for the mean structural similarity. Differentiable simpler SSIM and MS-SSIM.
GitHub Repo stars tta.pytorch Test-Time Augmentation library for Pytorch.
GitHub Repo stars YuQueTools A simple tool to download your own articles from yuque.
GitHub Repo stars ManageMyAttachments Manage the attachments of your own obsidian vault.

🧁 Honor

📖 Paper

Peer Review

ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection

Youwei Pang, Xiaoqi Zhao, Tian-Zhu Xiang, Lihe Zhang and Huchuan Lu

ArXiv 2023

ComPtr: Towards Diverse Bi-source Dense Prediction Tasks via A Simple yet General Complementary Transformer

Youwei Pang, Xiaoqi Zhao, Lihe Zhang and Huchuan Lu

ArXiv 2023

M2SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image Segmentation

Xiaoqi Zhao, Hongpeng Jia, Youwei Pang, Long Lv, Feng Tian, Lihe Zhang, Weibing Sun, Huchuan Lu

ArXiv 2023

Publication

Towards Automatic Power Battery Detection: New Challenge, Benchmark Dataset and Baseline

Xiaoqi Zhao*, Youwei Pang*, Zhenyu Chen, Qian Yu, Lihe Zhang, Hanqi Liu, Jiaming Zuo

IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2024

Multi-view Aggregation Framework for High-resolution Object Segmentation

Qian Yu*, Xiaoqi Zhao*, Youwei Pang*, Lihe Zhang, Huchuan Luang

IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2024

Towards Diverse Binary Segmentation via A Simple yet General Gated Network

Xiaoqi Zhao, Youwei Pang, Lihe Zhang, Huchuan Lu, Lei Zhang

International Journal of Computer Vision (IJCV) 2024

Adaptive Multi-source Predictor for Zero-shot Video Object Segmentation

Xiaoqi Zhao, Shijie Chang, Youwei Pang, Jiaxing Yang, Lihe Zhang, Huchuan Lu

International Journal of Computer Vision (IJCV) 2024

Adaptive Illumination Mapping for Shadow Detection in Raw Images

Jiayu Sun, Ke Xu, Youwei Pang, Lihe Zhang, Huchuan Lu, Gerhard Hancke, Rynson Lau

IEEE International Conference on Computer Vision (ICCV) 2023

CAVER: Cross-Modal View-Mixed Transformer for Bi-Modal Salient Object Detection

Youwei Pang, Xiaoqi Zhao, Lihe Zhang and Huchuan Lu

IEEE Transactions on Image Processing (TIP) 2023

Joint Learning of Salient Object Detection, Depth Estimation and Contour Extraction

Xiaoqi Zhao, Youwei Pang, Lihe Zhang, Huchuan Lu

IEEE Transactions on Image Processing (TIP) 2022

Zoom In and Out: A Mixed-scale Triplet Network for Camouflaged Object Detection

Youwei Pang*, Xiaoqi Zhao*, Tian-zhu Xiang, Lihe Zhang, Huchuan Lu

IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2022

Self-Supervised Pretraining for RGB-D Salient Object Detection

Xiaoqi Zhao, Youwei Pang, Lihe Zhang, Huchuan Lu, Xiang Ruan

AAAI Conference on Artificial Intelligence (AAAI) 2022

Multi-Source Fusion and Automatic Predictor Selection for Zero-Shot Video Object Segmentation

Xiaoqi Zhao, Youwei Pang, Jiaxing Yang, Lihe Zhang, Huchuan Lu

ACM International Conference on Multimedia (ACMMM) 2021 Oral

Hierarchical Dynamic Filtering Network for RGB-D Salient Object Detection

Youwei Pang, Lihe Zhang, Xiaoqi Zhao, Huchuan Lu

European Conference on Computer Vision (ECCV) 2020

Suppress and Balance: A Simple Gated Network for Salient Object Detection

Xiaoqi Zhao*, Youwei Pang*, Lihe Zhang, Huchuan Lu, Lei Zhang

European Conference on Computer Vision (ECCV) 2020 Oral

A Single Stream Network for Robust and Real-time RGB-D Salient Object Detection

Xiaoqi Zhao, Lihe Zhang, Youwei Pang, Huchuan Lu, Lei Zhang

European Conference on Computer Vision (ECCV) 2020

Multi-scale Interactive Network for Salient Object Detection

Youwei Pang*, Xiaoqi Zhao*, Lihe Zhang, Huchuan Lu

IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2020