publications

2025

1. Is What You Ask For What You Get? Investigating Concept Associations in Text-to-Image Models

   Salma Abdel Magid, Weiwei Pan, Simon Warchol, Grace Guo, Junsik Kim, Mahia Rahman, and Hanspeter Pfister

   To appear in Transactions on Machine Learning Research (TMLR), 2025

   Also to appear at CVPR25 XAI4CV Workshop and NeurIPS24 Safe GenAI Workshop

   Bib

   @article{abdel2025you,
     title = {Is What You Ask For What You Get? Investigating Concept Associations in Text-to-Image Models},
     author = {Abdel Magid, Salma and Pan, Weiwei and Warchol, Simon and Guo, Grace and Kim, Junsik and Rahman, Mahia and Pfister, Hanspeter},
     journal = {To appear in Transactions on Machine Learning Research (TMLR)},
     note = {Also to appear at CVPR25 XAI4CV Workshop and NeurIPS24 Safe GenAI Workshop},
     year = {2025},
   }

2024

1. They’re All Doctors: Synthesizing Diverse Counterfactuals to Mitigate Associative Bias

   Salma Abdel Magid, Jui-Hsien Wang, Kushal Kafle, and Hanspeter Pfister

   arXiv preprint arXiv:2406.11331, 2024

   Bib

   @article{abdel2024they,
     title = {They're All Doctors: Synthesizing Diverse Counterfactuals to Mitigate Associative Bias},
     author = {Abdel Magid, Salma and Wang, Jui-Hsien and Kafle, Kushal and Pfister, Hanspeter},
     journal = {arXiv preprint arXiv:2406.11331},
     year = {2024}
   }

2. Trustworthy Machine Learning Through Interpretability and Fairness

   Salma Abdel Magid

   Harvard University, 2024

   Bib

   @phdthesis{abdel2024trustworthy,
     title = {Trustworthy Machine Learning Through Interpretability and Fairness},
     author = {Abdel Magid, Salma},
     year = {2024},
     school = {Harvard University}
   }

2023

1. Masked Image Training for Generalizable Deep Image Denoising

   Haoyu Chen, Jinjin Gu, Yihao Liu, Salma Abdel Magid, Chao Dong, Qiong Wang, Hanspeter Pfister, and Lei Zhu

   In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023

   Bib

   @inproceedings{chen2023masked,
     title = {Masked Image Training for Generalizable Deep Image Denoising},
     author = {Chen, Haoyu and Gu, Jinjin and Liu, Yihao and Abdel Magid, Salma and Dong, Chao and Wang, Qiong and Pfister, Hanspeter and Zhu, Lei},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
     pages = {1692--1703},
     year = {2023}
   }

2022

1. Revisiting RCAN: Improved Training for Image Super-Resolution

   Zudi Lin, Prateek Garg, Atmadeep Banerjee, Salma Abdel Magid, Deqing Sun, Yulun Zhang, Luc Van Gool, Donglai Wei, and Hanspeter Pfister

   arXiv preprint arXiv:2201.11279, 2022

   Bib

   @article{lin2022revisiting,
     title = {Revisiting RCAN: Improved Training for Image Super-Resolution},
     author = {Lin, Zudi and Garg, Prateek and Banerjee, Atmadeep and Abdel Magid, Salma and Sun, Deqing and Zhang, Yulun and Van Gool, Luc and Wei, Donglai and Pfister, Hanspeter},
     journal = {arXiv preprint arXiv:2201.11279},
     year = {2022}
   }

2. Texture-Based Error Analysis for Image Super-Resolution

   Salma Abdel Magid, Zudi Lin, Donglai Wei, Yulun Zhang, Jinjin Gu, and Hanspeter Pfister

   In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022

   Bib

   @inproceedings{abdel2022texture,
     title = {Texture-Based Error Analysis for Image Super-Resolution},
     author = {Abdel Magid, Salma and Lin, Zudi and Wei, Donglai and Zhang, Yulun and Gu, Jinjin and Pfister, Hanspeter},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
     pages = {2118--2127},
     year = {2022}
   }

2021

1. Dynamic High-Pass Filtering and Multi-Spectral Attention for Image Super-Resolution

   Salma Abdel Magid, Yulun Zhang, Donglai Wei, Won-Dong Jang, Zudi Lin, Yun Fu, and Hanspeter Pfister

   In Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), 2021

   Bib

   @inproceedings{abdel2021dynamic,
     title = {Dynamic High-Pass Filtering and Multi-Spectral Attention for Image Super-Resolution},
     author = {Abdel Magid, Salma and Zhang, Yulun and Wei, Donglai and Jang, Won-Dong and Lin, Zudi and Fu, Yun and Pfister, Hanspeter},
     booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},
     pages = {4288--4297},
     year = {2021}
   }

2020

1. Channel Embedding for Informative Protein Identification from Highly Multiplexed Images

   Salma Abdel Magid, Won-Dong Jang, Denis Schapiro, Donglai Wei, James Tompkin, Peter K Sorger, and Hanspeter Pfister

   In International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2020

   Bib

   @inproceedings{abdel2020channel,
     title = {Channel Embedding for Informative Protein Identification from Highly Multiplexed Images},
     author = {Abdel Magid, Salma and Jang, Won-Dong and Schapiro, Denis and Wei, Donglai and Tompkin, James and Sorger, Peter K and Pfister, Hanspeter},
     booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI)},
     pages = {3--13},
     year = {2020},
     organization = {Springer International Publishing Cham}
   }

2. Image Classification on IoT Edge Devices: Profiling and Modeling

   Salma Abdel Magid, Francesco Petrini, and Behnam Dezfouli

   Cluster Computing, 2020

   Bib

   @article{abdel2020image,
     title = {Image Classification on IoT Edge Devices: Profiling and Modeling},
     author = {Abdel Magid, Salma and Petrini, Francesco and Dezfouli, Behnam},
     journal = {Cluster Computing},
     volume = {23},
     number = {2},
     pages = {1025--1043},
     year = {2020},
     publisher = {Springer US New York}
   }