Search Results for author: Shimaa Ahmed

Found 3 papers, 1 papers with code

A Picture is Worth 500 Labels: A Case Study of Demographic Disparities in Local Machine Learning Models for Instagram and TikTok

no code implementations27 Mar 2024 Jack West, Lea Thiemt, Shimaa Ahmed, Maggie Bartig, Kassem Fawaz, Suman Banerjee

Capitalizing on this new processing model of locally analyzing user images, we analyze two popular social media apps, TikTok and Instagram, to reveal (1) what insights vision models in both apps infer about users from their image and video data and (2) whether these models exhibit performance disparities with respect to demographics.

Gender Prediction

Limitations of Face Image Generation

1 code implementation13 Sep 2023 Harrison Rosenberg, Shimaa Ahmed, Guruprasad V Ramesh, Ramya Korlakai Vinayak, Kassem Fawaz

In particular, their ability to synthesize and modify human faces has spurred research into using generated face images in both training data augmentation and model performance assessments.

Data Augmentation Face Generation

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