ShengYun Peng

Stuff I use

Useful tools that will come in handy when you are working on ML-related projects.

gpustat: A simple but better replacement for “nvidia-smi”
nvtop: Print GPU information in a htop-familiar way
colorbrewer: Select appropriate colors schemes for papers
figma: Jot down ideas w.r.t figures
makefile: Automate the code pipeline with a single make target
hydra: Elegant framework for all hyperparameters’ configurations
wandb: A dashboard to visualize and compare your training process
affinity designer: Adjust figures’ aesthetics

All Projects

UniTable: Towards a Unified Framework for Table Structure Recognition via Self-Supervised Pretraining

ShengYun Peng , Seongmin Lee, Xiaojing Wang, Raji Balasubramaniyan, Duen Horng Chau

preprint 2024

Self-supervised Pre-training for Table Structure Recognition Transformer

ShengYun Peng , Seongmin Lee, Xiaojing Wang, Raji Balasubramaniyan, Duen Horng Chau

Association for the Advancement of Artificial Intelligence (AAAI) SDU Workshop 2024

High-Performance Transformers for Table Structure Recognition Need Early Convolutions

ShengYun Peng , Seongmin Lee, Xiaojing Wang, Raji Balasubramaniyan, Duen Horng Chau

Neural Information Processing Systems (NeurIPS) TRL Workshop 2023

LLM Self Defense: By Self Examination, LLMs Know They Are Being Tricked

Mansi Phute, Alec Helbling, Matthew Hull, ShengYun Peng , Sebastian Szyller, Cory Cornelius, Duen Horng Chau

ICLR Tiny Papers Track 2024

Robust Principles: Architectural Design Principles for Adversarially Robust CNNs

ShengYun Peng , Weilin Xu, Cory Cornelius, Matthew Hull, Kevin Li, Rahul Duggal, Mansi Phute, Duen Horng Chau, Jason Martin

British Machine Vision Conference (BMVC) 2023

Diffusion Explainer: Visual Explanation for Text-to-image Stable Diffusion

Seongmin Lee, Benjamin Hoover, Hendrik Strobelt, Zijie J. Wang, ShengYun Peng , Austin Wright, Kevin Li, Haekyu Park, Haoyang Yang, Duen Horng Chau

IEEE Visualization Conference (VIS) 2023

RobArch: Designing Robust Architectures against Adversarial Attacks

ShengYun Peng , Weilin Xu, Cory Cornelius, Kevin Li, Rahul Duggal, Duen Horng Chau, Jason Martin

arXiv 2023

IMB-NAS: Neural Architecture Search for Imbalanced Datasets

arXiv 2022

SkeleVision: Towards Adversarial Resiliency of Person Tracking with Multi-Task Learning

Nilaksh Das, ShengYun Peng , Duen Horng Chau

European Conference on Computer Vision (ECCV) AROW Workshop 2022

DetectorDetective: Investigating the Effects of Adversarial Examples on Object Detectors

Interactive visualization tool for adversarial object detectors

CVPR Demo 2022

A novel deep neural network tracking algorithm for structural system identification

ShengYun Peng , LingFeng Yan, Bin He, Ying Zhou

Smart Structures and Systems 2021

Accurate Anchor Free Tracking

ShengYun Peng , Yunxuan Yu, Kun Wang, Lei He

arXiv 2020

DSiamMFT: An RGB-T fusion tracking method via dynamic Siamese networks using multi-layer feature fusion

Xingchen Zhang, Ping Ye, ShengYun Peng , Jun Liu, Gang Xiao

Signal Processing, Image Communication 2020

Anti-occlusion object tracking based on correlation filter

Jun Liu, Gang Xiao, Xingchen Zhang, Ping Ye, Xingzhong Xiong, ShengYun Peng

Signal, Image and Video Processing 2019

Object Fusion Tracking Based on Visible and Infrared Images Using Fully Convolutional Siamese Networks

Xingchen Zhang, Ping Ye, Dan Qiao, Junhao Zhao, ≈, Gang Xiao

22th International Conference on Information Fusion (FUSION) 2019

SiamFT: An RGB-Infrared Fusion Tracking Method via Fully Convolutional Siamese Networks

Xingchen Zhang, Ping Ye, ShengYun Peng , Jun Liu , Ke Gong , Gang Xiao

IEEE Access 2019