Challenges and Practices of Deep Learning Model Reengineering: A Case
Study on Computer Vision

Challenges and Practices of Deep Learning Model Reengineering: A Case Study on Computer Vision

13 March 2023

Nicholas Synovic

George K. Thiruvathukal

Papers citing "Challenges and Practices of Deep Learning Model Reengineering: A Case Study on Computer Vision"

11 / 11 papers shown

Title
Improving the Reproducibility of Deep Learning Software: An Initial Investigation through a Case Study Analysis Nikita Ravi Abhinav Goel James C. Davis George K. Thiruvathukal 48 0 0 06 May 2025
What do we know about Hugging Face? A systematic literature review and quantitative validation of qualitative claims Jason Jones Wenxin Jiang Nicholas Synovic George K. Thiruvathukal James C. Davis 26 5 0 12 Jun 2024
A Partial Replication of MaskFormer in TensorFlow on TPUs for the TensorFlow Model Garden Vishal Purohit Wenxin Jiang Akshath R. Ravikiran James C. Davis 32 1 0 29 Apr 2024
PeaTMOSS: A Dataset and Initial Analysis of Pre-Trained Models in Open-Source Software Wenxin Jiang Jerin Yasmin Jason Jones Nicholas Synovic Jiashen Kuo Nathaniel Bielanski Yuan Tian George K. Thiruvathukal James C. Davis 33 11 0 01 Feb 2024
Test & Evaluation Best Practices for Machine Learning-Enabled Systems Jaganmohan Chandrasekaran Tyler Cody Nicola McCarthy Erin Lanus Laura J. Freeman 30 5 0 10 Oct 2023
PeaTMOSS: Mining Pre-Trained Models in Open-Source Software Wenxin Jiang Jason Jones Jerin Yasmin Nicholas Synovic Rajeev Sashti Sophie Chen George K. Thiruvathukal Yuan Tian James C. Davis 36 1 0 05 Oct 2023
Naming Practices of Pre-Trained Models in Hugging Face Wenxin Jiang Chingwo Cheung Mingyu Kim Heesoo Kim George K. Thiruvathukal James C. Davis CVBM 23 6 0 02 Oct 2023
Analysis of Failures and Risks in Deep Learning Model Converters: A Case Study in the ONNX Ecosystem Purvish Jajal Wenxin Jiang Arav Tewari Erik Kocinare Joseph Woo Anusha Sarraf Yung-Hsiang Lu George K. Thiruvathukal James C. Davis 35 0 0 30 Mar 2023
Test-Time Prompt Tuning for Zero-Shot Generalization in Vision-Language Models Manli Shu Weili Nie De-An Huang Zhiding Yu Tom Goldstein Anima Anandkumar Chaowei Xiao VLM VPVLM 186 280 0 15 Sep 2022
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 251 3,683 0 28 Feb 2017
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 716 6,743 0 26 Sep 2016